Model Evaluation COSFIRE Filters Approach

Introduction

We obtain the 26 statistically significant sets of hyperparameters from the classification paper along with their respective training, validation, and test descriptors. Based on these descriptors, we perform image hashing for each set of descriptors using a selected set of MLP hyperparameters (for the grid search).

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The outputs below represent an example of a single experiment based on an array of hyperparameters considered to determine the optimal configuration of the MLP hashing architecture (For bit size 32).

Tip

tiply, each row represents a unique combination of MLP hyperparameters, and every column represents the results yielded by each of the 26 statistically significant sets of descriptors.

The results in this presentation are from two experimental designs:

The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.

Code

#%%

dt_valid  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")



output_size = 48


dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
16	372	48	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	86.87	87.44	87.32	88.14	86.53	86.08	87.58	88.48	87.62	86.20	89.12	89.47	88.22	87.47	86.40	88.88	88.77	87.20	89.25	88.72	88.56	89.43	87.36	88.24	88.89	87.91
17	372	48	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	85.77	88.73	89.13	87.83	86.46	89.05	86.52	88.94	87.69	87.77	88.69	89.58	88.80	88.61	90.34	89.06	89.34	89.76	88.16	89.26	88.05	88.82	87.62	87.24	88.03	88.11
18	372	48	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	87.60	87.82	87.75	87.80	87.25	89.68	85.76	87.44	88.71	87.85	90.17	89.27	90.17	87.85	89.47	88.83	88.60	88.33	89.96	88.02	88.67	86.91	89.50	89.09	87.98	87.89
19	372	48	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	86.71	87.71	88.37	88.57	87.38	87.04	87.00	89.50	88.27	88.31	88.40	87.58	89.54	90.55	88.80	90.78	90.36	87.82	88.94	87.70	88.34	88.25	90.52	89.92	89.19	88.28
36	372	48	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	86.65	86.23	87.38	87.80	86.89	88.63	86.35	87.57	89.48	88.43	88.21	88.20	88.06	87.59	87.85	85.94	87.94	88.90	86.56	87.80	87.80	88.28	89.69	88.46	89.99	86.26
37	372	48	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	90.82	88.47	85.84	87.97	87.25	87.53	88.12	88.52	87.93	88.93	90.04	89.44	90.00	89.54	88.48	88.68	88.64	87.58	89.68	87.75	89.05	88.62	89.11	88.40	87.35	88.60
38	372	48	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	87.83	87.09	88.86	89.07	88.73	87.94	88.99	89.88	90.77	88.40	88.46	89.76	88.07	87.93	88.98	88.07	88.97	87.28	88.53	88.94	88.25	88.38	88.35	88.61	88.10	90.38
39	372	48	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	87.67	87.67	86.39	87.33	88.52	88.54	88.19	88.65	88.00	88.20	88.13	89.14	88.46	88.21	89.99	88.57	89.32	87.03	88.08	89.26	88.99	89.88	89.40	89.06	88.38	88.96
56	372	48	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	86.78	86.84	86.02	89.72	88.30	88.72	87.37	89.48	88.37	88.35	88.75	87.39	86.97	87.30	88.96	87.71	87.55	86.79	88.75	90.42	86.25	87.60	87.38	88.77	88.40	87.34
57	372	48	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	87.56	88.50	87.09	87.44	87.43	87.19	89.26	88.48	88.29	85.78	90.39	88.78	87.96	90.04	87.88	87.07	88.72	88.82	88.50	89.41	88.97	89.28	88.88	88.40	89.14	89.09
58	372	48	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	86.93	88.83	88.36	87.94	88.05	88.15	87.28	89.17	88.00	87.79	87.22	88.92	90.09	87.43	90.23	88.26	89.31	87.87	88.72	89.09	87.77	86.84	88.17	88.21	88.18	88.31
59	372	48	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	87.01	42.66	86.43	89.04	87.38	87.62	88.59	88.26	88.97	88.70	90.33	88.57	88.71	90.03	87.63	88.39	88.90	90.28	88.10	89.48	88.29	89.83	87.44	88.56	89.09	88.66
76	372	48	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	85.75	88.49	86.94	88.23	87.85	87.40	86.66	89.07	88.11	88.73	87.26	89.10	87.78	89.30	89.49	88.00	87.77	88.00	89.33	88.13	87.88	88.26	87.78	90.38	88.92	86.70
77	372	48	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	88.41	88.94	89.02	88.86	42.66	88.81	87.78	88.83	87.40	88.60	88.44	89.97	88.56	87.65	88.40	88.45	88.77	90.33	90.49	89.84	89.20	88.53	87.99	88.06	90.16	88.46
78	372	48	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	88.14	87.79	87.34	89.70	88.37	89.08	88.59	88.53	88.30	89.01	88.34	89.84	89.98	88.91	87.08	90.65	88.73	88.89	87.93	88.81	89.17	88.30	88.21	89.30	90.37	87.11
79	372	48	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	87.34	88.78	87.95	88.08	88.29	86.64	89.75	90.67	88.46	89.57	88.20	87.58	88.70	89.08	89.32	87.65	89.36	88.97	87.83	90.52	88.95	88.77	88.96	87.84	87.19	85.65
96	372	48	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	87.18	87.69	86.27	88.71	88.76	87.94	88.89	87.68	88.44	87.70	89.26	88.31	88.48	87.69	88.49	87.61	88.87	89.82	89.57	87.03	89.34	88.94	88.60	87.45	87.34	87.48
97	372	48	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	86.24	89.20	86.48	87.68	87.37	89.07	87.98	87.56	86.65	88.23	89.11	88.02	88.82	88.14	87.95	88.69	88.93	88.87	89.10	87.62	89.38	90.11	88.81	89.56	87.94	88.63
98	372	48	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	86.92	87.92	88.51	88.04	87.35	88.31	89.10	89.04	87.95	88.54	88.68	88.93	87.87	89.59	90.37	89.29	88.42	89.66	87.91	89.24	89.94	88.09	89.62	88.79	87.77	88.75
99	372	48	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	86.75	87.99	88.47	87.69	88.24	89.44	88.20	89.04	89.04	88.01	88.91	89.07	89.28	88.86	88.41	88.47	89.16	90.27	88.24	88.90	87.94	89.47	88.36	87.03	87.87	88.11
116	372	48	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	85.96	88.46	85.71	89.99	87.19	87.94	87.95	87.83	89.58	88.52	88.43	88.51	89.07	88.74	88.15	88.99	87.96	87.92	88.14	88.80	88.90	87.49	87.02	89.36	88.19	87.91
117	372	48	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	86.10	88.92	88.32	88.16	88.68	89.69	86.56	89.36	87.18	88.61	87.23	90.21	88.93	87.45	89.67	88.96	88.23	88.72	88.50	87.04	87.56	88.37	90.43	88.59	89.44	89.66
118	372	48	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	87.72	88.01	87.98	88.63	89.62	86.89	89.50	88.38	87.44	88.23	87.92	88.07	87.72	88.24	89.29	87.12	87.51	88.38	88.65	87.38	88.42	89.63	88.31	87.95	88.68	88.11
119	372	48	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	88.36	87.46	87.51	88.85	88.34	88.34	89.03	89.05	88.62	88.08	90.63	88.46	88.95	88.26	89.22	89.12	89.13	88.73	88.13	88.08	87.46	90.06	88.08	88.02	89.53	87.72
136	372	48	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	88.00	88.18	86.17	87.50	89.25	87.10	88.58	87.41	88.17	86.86	88.70	87.36	87.67	86.55	87.79	87.39	87.38	88.62	88.72	89.44	87.31	89.64	87.54	88.63	87.90	87.43
137	372	48	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	86.49	87.67	87.81	89.33	88.97	87.26	88.36	89.05	89.01	89.05	88.50	88.29	87.80	90.38	87.72	89.35	87.02	88.85	87.93	87.89	89.15	89.79	89.77	88.72	88.39	87.32
138	372	48	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	86.72	87.52	88.43	87.66	87.26	89.66	87.00	88.38	88.30	87.69	89.71	89.66	87.67	90.30	87.41	89.39	88.65	89.29	89.42	89.70	88.44	89.34	87.88	87.90	86.44	89.78
139	372	48	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	87.08	87.59	87.61	88.81	88.15	87.49	90.09	88.10	87.15	88.01	89.21	89.28	87.99	88.50	89.38	89.84	88.85	89.21	90.98	90.08	88.19	90.02	87.44	88.47	88.37	88.24
156	372	48	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	85.42	87.66	87.60	87.65	87.03	87.37	87.04	89.08	87.55	88.56	90.46	87.81	89.05	87.39	87.05	89.75	88.89	88.74	88.23	88.62	88.36	90.04	88.28	87.45	88.42	87.33
157	372	48	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	87.31	88.96	88.90	88.86	87.11	88.44	87.26	87.98	89.29	89.34	87.35	88.79	87.11	88.37	88.24	89.22	88.94	86.99	89.10	86.60	90.13	89.95	87.74	87.92	88.42	89.63
158	372	48	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	87.69	89.39	87.69	87.62	86.57	87.50	89.21	87.54	89.08	88.91	89.30	89.90	87.56	88.81	88.83	87.50	87.13	89.50	89.48	88.51	89.37	89.74	87.81	87.70	88.93	88.14
159	372	48	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	87.08	87.18	88.20	88.67	87.15	88.09	86.87	89.25	88.51	87.49	87.92	89.13	89.39	89.43	88.07	88.91	88.29	86.84	88.57	87.88	88.99	88.38	89.49	88.15	88.79	87.65
176	372	48	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	88.76	86.41	88.66	86.73	85.58	87.04	87.79	89.77	88.48	87.64	87.78	88.83	86.94	88.22	87.32	88.91	89.20	89.13	89.18	87.64	87.34	89.60	87.58	88.65	88.22	88.34
177	372	48	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	87.21	87.99	88.25	87.31	88.14	88.23	88.57	88.67	87.91	89.72	89.42	88.78	87.90	88.75	89.49	89.95	89.27	88.27	87.12	89.00	87.39	87.77	88.68	88.14	88.47	86.89
178	372	48	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	86.48	87.35	84.42	88.86	87.42	87.61	88.04	86.84	88.21	88.48	89.82	89.27	86.31	89.16	87.20	87.58	89.16	89.83	89.01	89.08	86.78	88.20	87.50	88.27	88.21	87.49
179	372	48	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	87.21	87.23	85.97	86.06	87.97	89.78	87.26	89.00	87.65	87.27	88.23	87.93	87.67	90.02	88.18	87.31	89.06	89.20	89.71	88.89	87.76	90.26	90.08	88.10	87.11	87.59
196	372	48	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	84.82	89.51	87.50	86.47	85.64	87.51	87.69	88.99	88.47	87.68	89.34	88.11	89.27	86.59	88.14	88.74	87.11	88.42	88.77	89.00	87.96	87.56	88.97	88.48	88.59	88.32
197	372	48	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	88.67	88.02	87.55	87.66	88.55	88.75	88.03	89.41	89.13	88.17	88.85	89.11	89.98	89.01	87.90	90.65	88.41	88.77	89.57	87.79	88.94	89.31	89.41	88.74	87.33	87.05
198	372	48	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	87.89	88.16	87.83	89.06	86.41	87.72	89.13	89.64	87.59	86.58	89.24	89.79	90.87	88.83	89.26	88.17	89.05	88.87	88.37	89.60	88.89	89.36	89.38	88.20	87.99	88.45
199	372	48	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	87.03	87.92	87.45	87.76	87.37	89.94	88.01	88.72	88.03	88.80	86.93	89.41	88.81	89.09	88.63	90.31	88.70	89.05	87.97	87.78	87.74	87.96	88.12	88.84	88.48	90.22
216	372	48	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	87.08	86.94	86.53	87.72	87.43	87.44	87.00	88.24	87.97	87.57	88.60	89.09	42.66	88.23	88.07	86.31	85.01	87.57	86.94	87.46	87.14	88.03	87.35	87.86	88.84	86.82
217	372	48	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	86.29	88.66	87.88	88.71	90.08	87.23	89.79	89.21	90.62	88.67	90.04	87.62	89.28	87.34	89.12	88.19	88.26	89.18	88.79	89.90	87.91	89.60	89.78	89.03	89.48	87.76
218	372	48	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	87.36	87.97	87.11	87.37	89.39	88.62	89.06	88.78	89.87	88.89	88.72	89.91	88.27	90.66	88.92	89.36	88.30	90.29	88.49	88.62	89.04	89.78	89.52	88.69	87.15	87.60
219	372	48	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	86.73	89.10	88.08	87.92	87.84	89.11	85.90	89.75	86.75	90.38	88.79	89.20	89.55	89.35	89.56	89.95	89.27	88.10	88.59	90.14	88.16	88.94	87.89	89.52	91.15	89.81
236	372	48	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	88.95	87.28	86.01	87.97	88.58	88.06	88.57	88.40	88.00	89.65	88.27	89.23	87.59	89.07	90.58	86.64	87.29	88.29	88.24	90.32	88.55	88.67	90.49	88.84	87.84	87.46
237	372	48	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	87.28	87.87	87.84	86.88	88.05	88.59	88.98	88.28	87.35	88.73	89.49	89.47	86.76	89.71	87.73	89.54	88.45	88.40	89.13	88.95	89.50	89.01	88.16	87.88	88.53	88.88
238	372	48	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	85.57	87.75	87.05	88.13	87.56	86.60	86.10	87.81	88.31	88.06	89.01	89.49	86.49	90.00	88.06	87.58	89.82	89.46	88.59	89.68	86.60	89.02	88.63	88.29	88.69	87.83
239	372	48	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	87.21	88.07	87.36	87.53	88.80	89.93	87.24	88.59	87.87	88.74	88.45	89.95	89.04	88.98	90.24	87.82	89.02	89.37	89.00	89.33	87.24	87.78	86.61	88.21	89.51	89.26
256	372	48	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	85.47	87.90	87.49	86.68	88.82	88.90	86.72	89.09	88.10	89.52	89.66	87.89	87.54	88.32	88.67	89.23	88.59	88.79	87.90	89.38	89.40	88.50	87.47	87.11	88.24	88.41
257	372	48	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	89.55	90.15	89.00	88.67	89.56	87.74	86.86	89.49	89.40	88.64	89.23	86.87	88.90	87.80	89.18	89.01	89.42	89.77	89.25	89.16	87.73	88.70	88.12	89.46	88.51	87.69
258	372	48	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	88.19	87.27	88.71	87.93	89.20	88.59	89.13	88.12	88.43	88.60	88.46	88.48	88.41	88.68	88.85	90.31	89.86	89.32	89.42	88.57	87.39	88.40	87.78	88.41	89.00	89.09
259	372	48	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	85.78	89.60	88.68	87.78	87.03	88.88	89.46	87.43	88.78	88.04	87.93	89.14	88.54	88.32	88.97	88.97	87.65	88.10	88.62	88.77	87.81	89.28	87.68	90.00	88.01	88.67
276	372	48	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	87.73	87.24	87.13	88.01	85.88	88.77	88.66	89.55	89.87	87.51	88.42	88.86	87.52	89.11	89.80	88.12	89.60	85.51	88.40	90.13	87.91	88.47	88.33	88.00	88.76	88.20
277	372	48	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	88.91	88.58	88.21	88.77	87.90	88.35	89.66	88.81	87.02	87.24	88.97	89.74	88.99	89.74	90.59	88.16	90.18	88.38	88.10	89.43	88.46	88.42	88.79	88.66	88.80	87.54
278	372	48	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	88.46	88.04	88.47	87.65	90.12	89.76	88.72	88.68	88.41	88.01	89.43	87.76	87.92	88.71	89.64	89.25	90.27	89.42	89.97	87.25	88.80	88.90	88.46	87.67	88.11	87.89
279	372	48	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	85.96	89.45	88.39	88.59	88.96	87.85	89.06	87.04	88.51	88.28	88.66	88.91	88.79	89.12	88.84	89.17	88.99	88.83	88.05	88.40	89.90	88.84	87.49	87.91	89.65	89.25
296	372	48	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	86.81	87.18	88.48	89.29	87.97	88.36	86.60	89.22	89.29	87.09	88.79	87.51	87.11	89.09	88.48	87.82	89.12	88.17	88.62	88.98	88.17	88.32	87.59	87.70	88.74	88.76
297	372	48	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	87.33	88.72	87.66	88.06	88.55	88.44	90.21	89.02	88.50	87.26	90.06	89.20	89.43	89.16	87.21	88.83	88.96	88.89	87.92	88.31	88.93	89.48	88.08	90.11	89.34	88.81
298	372	48	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	88.04	88.55	88.91	90.32	88.17	88.73	88.10	88.44	88.09	89.97	90.22	90.04	90.47	89.25	89.33	89.74	90.48	89.13	89.50	89.42	88.99	88.21	88.12	88.48	87.54	88.91
299	372	48	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	88.21	88.76	88.16	88.94	87.92	88.17	87.11	89.67	90.25	87.99	89.57	88.76	90.35	88.02	88.14	87.89	90.17	87.49	87.07	87.96	86.91	88.35	89.74	89.03	89.11	88.54
316	372	48	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	87.09	89.53	86.94	89.21	86.68	88.55	87.03	87.40	87.45	89.30	88.49	88.57	89.64	86.85	88.69	89.16	88.64	89.25	88.20	88.57	87.20	88.03	87.60	89.13	89.40	88.26
317	372	48	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	88.00	88.30	88.15	90.39	88.31	88.51	87.93	87.91	88.32	89.22	90.69	89.73	87.52	87.79	88.97	88.01	90.01	89.94	88.52	88.17	87.08	88.57	88.93	86.93	89.70	87.78
318	372	48	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	87.83	87.69	88.25	88.02	88.97	88.98	89.89	89.88	87.82	89.35	87.49	89.96	89.57	87.28	88.00	89.78	87.41	87.59	88.96	88.40	86.94	89.08	89.93	86.13	89.46	89.37
319	372	48	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	87.96	89.56	88.33	86.70	89.29	89.48	89.58	88.71	88.09	88.83	88.44	90.28	89.17	88.07	87.04	87.93	88.86	88.80	88.70	88.94	88.69	88.34	87.91	88.84	89.48	88.27
336	372	48	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	86.84	89.13	88.95	88.43	87.53	86.89	88.64	88.69	87.96	88.80	88.72	89.10	88.97	90.23	88.76	88.41	88.97	90.89	88.95	87.91	89.48	89.19	89.19	89.26	88.97	87.65
337	372	48	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	87.51	89.76	87.68	88.65	88.72	88.82	87.51	89.03	88.12	88.59	87.93	89.12	89.74	89.37	89.17	87.51	88.41	88.17	88.13	88.78	88.86	90.34	88.08	86.93	88.93	87.97
338	372	48	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	86.56	89.43	87.25	88.30	86.64	87.96	87.28	87.77	87.47	88.34	87.57	90.32	87.22	87.94	88.57	88.28	88.62	88.42	89.13	88.91	87.85	89.30	89.25	87.94	87.80	89.31
339	372	48	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	88.31	89.30	87.80	88.28	87.11	88.65	87.26	89.67	88.34	88.39	89.90	87.50	90.30	87.39	89.18	88.36	88.01	87.51	88.78	88.74	88.05	88.94	89.62	88.69	87.87	89.70
356	372	48	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	86.35	86.51	88.20	87.35	88.55	88.28	87.52	88.42	87.28	89.76	88.70	88.80	87.64	88.78	81.44	86.01	87.43	89.12	87.34	88.55	87.29	88.26	86.52	87.71	78.84	88.50
357	372	48	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	86.02	88.43	86.81	89.14	86.44	88.62	88.02	88.05	89.53	87.71	88.79	89.12	90.13	87.78	88.51	88.64	87.79	87.66	89.04	88.79	86.35	88.10	87.50	88.93	89.06	90.10
358	372	48	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	88.44	87.43	88.87	87.86	87.75	87.81	88.25	87.54	87.90	87.48	88.67	89.63	87.36	89.57	89.20	88.61	89.51	88.21	89.81	85.36	88.50	89.38	88.26	88.35	88.01	89.16
359	372	48	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	86.42	87.59	88.77	88.36	87.12	86.89	88.20	87.40	88.82	88.10	89.89	86.97	89.65	89.05	87.84	88.31	88.54	87.26	90.03	85.99	88.38	87.35	87.30	88.71	88.20	88.41
376	372	48	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	90.15	88.23	89.60	89.33	89.69	89.46	90.04	91.18	90.27	89.22	90.70	89.95	90.40	89.82	89.79	90.08	89.26	89.35	90.14	90.85	90.13	89.71	90.46	90.87	89.83	88.23
377	372	48	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	88.93	91.14	88.00	89.37	90.55	89.44	88.91	90.43	89.62	89.93	90.88	90.65	88.63	88.78	89.22	89.44	90.59	90.30	90.41	91.75	90.81	90.49	90.22	88.95	89.04	88.29
378	372	48	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	88.12	90.51	88.91	90.08	92.07	89.56	90.24	89.93	87.78	89.51	91.31	89.32	90.81	89.52	88.42	90.10	89.93	90.47	89.79	90.77	89.37	89.89	88.36	90.87	88.51	89.61
379	372	48	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	89.22	89.84	90.69	90.72	90.47	91.43	90.88	88.90	88.78	88.50	90.81	89.96	90.70	88.83	89.35	90.18	89.90	89.84	90.29	90.35	89.83	90.62	89.59	89.34	87.91	89.09
396	372	48	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	90.43	89.34	89.68	90.42	89.78	90.09	90.90	88.91	90.15	89.62	89.42	90.23	90.72	89.55	87.75	90.16	90.01	90.29	90.29	90.23	90.20	91.42	87.84	89.32	90.33	91.35
397	372	48	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	87.45	90.64	89.70	88.97	88.97	90.27	90.18	89.40	89.39	89.82	91.06	89.60	89.75	90.25	89.99	91.17	90.14	88.78	90.87	91.02	90.15	89.02	88.91	90.46	89.42	89.76
398	372	48	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	90.18	90.68	87.89	90.38	89.97	91.06	90.52	89.50	89.26	88.57	90.14	90.67	90.71	90.26	90.09	90.17	88.85	90.46	90.94	89.59	90.34	90.69	90.24	89.18	90.58	90.35
399	372	48	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	88.63	90.50	88.56	89.15	89.20	89.93	90.25	89.72	89.61	90.20	89.85	89.94	91.05	90.04	89.22	89.96	89.87	90.49	90.20	89.65	89.46	90.44	88.85	91.18	89.02	89.05
416	372	48	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	90.73	89.82	90.14	90.06	88.85	89.69	89.63	89.44	90.58	88.36	90.59	90.62	90.51	90.88	88.66	89.29	90.05	89.62	90.63	88.74	89.42	90.80	89.85	87.79	89.77	89.83
417	372	48	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	89.18	88.97	88.31	90.44	89.06	90.64	90.20	88.57	89.14	89.17	90.80	89.14	91.84	88.27	89.65	90.20	89.46	89.27	89.94	91.26	89.20	89.71	89.43	90.10	89.87	89.87
418	372	48	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	88.61	89.61	89.20	91.19	89.71	88.74	89.15	89.06	89.93	88.93	90.55	89.71	89.17	90.62	90.27	90.41	89.36	89.96	89.82	90.36	89.36	90.94	90.40	91.14	90.47	89.60
419	372	48	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	89.89	89.40	90.30	89.39	88.84	91.49	90.32	89.66	89.19	89.01	89.80	91.29	89.85	89.55	88.33	89.53	90.20	90.32	91.34	89.24	90.91	91.17	90.57	88.89	89.68	89.65
436	372	48	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	89.10	90.71	89.70	87.39	88.32	89.95	88.93	89.20	89.17	88.35	91.36	91.29	90.11	89.20	89.18	90.12	89.15	90.38	90.81	90.62	91.09	88.58	89.77	88.95	89.98	88.69
437	372	48	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	89.16	89.35	88.39	88.42	88.90	90.35	89.95	90.37	88.97	88.43	90.28	90.32	90.58	88.92	91.00	88.73	90.24	89.32	90.34	89.56	89.88	89.99	89.97	90.19	89.31	87.74
438	372	48	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	88.96	90.54	88.74	90.12	90.76	90.14	90.29	89.78	89.01	90.34	90.91	91.52	89.40	91.16	89.55	90.18	89.40	90.51	89.20	90.77	87.77	90.47	90.16	89.87	90.87	88.27
439	372	48	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	87.90	89.90	89.59	90.18	89.16	90.18	89.05	89.77	89.62	89.80	90.43	90.53	89.23	90.00	90.26	90.47	90.66	89.28	90.08	90.46	89.56	89.99	89.09	88.71	89.43	89.51
456	372	48	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	88.43	90.18	89.24	90.74	90.26	90.22	89.82	88.95	89.25	89.26	91.40	90.56	90.71	89.64	89.11	90.27	88.03	89.54	91.02	91.21	89.73	90.13	88.96	88.49	89.31	89.42
457	372	48	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	89.22	88.52	88.58	89.07	90.29	89.83	90.93	89.59	90.00	88.22	89.20	91.08	89.95	89.16	88.72	89.02	88.91	90.28	89.55	89.84	89.97	89.62	89.07	91.05	88.07	88.27
458	372	48	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	90.20	89.70	89.29	90.28	88.72	89.46	89.56	90.36	90.06	89.57	90.22	90.30	90.40	89.00	89.36	90.71	90.76	89.33	90.63	89.33	89.78	89.92	89.16	89.31	89.37	90.13
459	372	48	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	89.16	89.72	90.98	90.71	88.80	90.41	90.62	90.11	88.38	88.94	91.38	89.66	91.62	88.88	90.69	90.29	89.30	89.23	90.33	90.07	89.00	90.86	89.51	90.25	90.68	90.75
476	372	48	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	90.00	89.30	90.67	89.35	90.27	90.25	88.38	90.67	89.38	89.20	88.93	90.46	90.14	89.22	89.31	89.36	89.73	89.43	89.55	89.73	90.01	90.14	89.27	89.80	90.52	89.98
477	372	48	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	89.37	90.85	89.03	90.84	88.91	90.67	89.93	90.09	90.22	89.63	90.28	90.29	88.73	90.11	89.33	89.35	88.74	89.82	89.95	90.36	89.57	89.26	90.29	89.55	89.46	89.65
478	372	48	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	89.68	89.14	89.95	88.47	89.32	89.82	89.91	90.21	90.60	89.53	90.73	90.14	89.19	87.54	91.81	90.65	88.32	89.74	89.50	90.56	90.47	89.46	90.86	90.51	90.30	89.06
479	372	48	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	90.34	88.82	89.10	89.99	89.38	90.15	89.63	89.61	89.73	90.33	89.42	90.45	89.32	89.79	89.48	89.32	89.99	89.14	89.90	90.19	89.23	90.64	87.94	88.60	89.89	89.26
496	372	48	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	89.10	90.25	89.69	90.36	88.69	89.28	88.04	90.39	89.04	89.05	89.22	89.83	90.41	88.51	89.03	89.52	90.04	89.61	89.96	90.19	89.49	90.78	89.74	88.77	88.06	88.04
497	372	48	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	89.08	90.19	88.74	90.39	89.42	88.87	88.31	91.22	89.80	90.37	90.20	90.89	89.31	90.35	89.76	90.72	89.25	89.44	89.46	90.06	89.71	90.25	90.05	88.41	89.34	89.25
498	372	48	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	89.89	88.76	87.76	90.37	89.53	88.83	89.07	88.54	89.43	88.93	90.34	90.07	89.76	89.54	89.87	88.72	89.27	89.37	89.90	89.70	89.53	88.19	90.32	88.24	90.53	89.56
499	372	48	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	88.54	90.21	88.68	89.93	90.38	89.83	87.86	89.71	88.07	88.50	90.56	88.66	90.07	90.38	91.32	88.82	88.79	89.03	88.43	89.90	87.95	88.87	89.28	89.79	90.26	88.80
516	372	48	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	87.65	90.40	89.71	86.83	89.36	90.97	88.05	88.68	89.72	88.67	90.41	89.24	90.34	89.56	90.95	90.75	87.18	90.06	90.56	90.74	88.44	89.88	88.70	89.98	89.53	87.61
517	372	48	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	89.55	89.37	89.28	89.52	88.73	89.52	89.42	90.20	89.87	88.43	89.55	90.48	89.42	89.03	89.74	89.37	88.51	88.74	90.66	90.38	89.93	89.39	89.76	87.92	89.77	88.01
518	372	48	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	88.53	90.25	86.72	88.49	89.67	90.31	87.40	88.96	87.80	88.71	88.84	90.59	88.49	90.05	90.56	91.33	89.36	89.11	89.81	89.47	88.81	90.86	89.23	89.77	88.98	89.64
519	372	48	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	88.30	89.62	90.56	89.45	88.74	90.11	89.55	90.03	89.00	89.13	90.20	91.51	90.76	89.96	87.60	89.76	88.12	87.82	90.21	90.23	90.01	89.38	88.50	88.04	90.55	88.97
536	372	48	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	88.15	90.01	88.22	91.05	89.93	89.86	89.12	88.97	89.93	89.81	91.29	89.69	90.03	90.78	89.85	90.51	89.26	89.36	90.32	90.09	88.79	88.84	88.31	88.59	89.29	88.96
537	372	48	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	90.04	89.61	89.72	90.05	89.41	90.88	90.18	89.86	89.93	89.45	91.01	89.66	89.29	89.47	89.88	89.79	90.08	89.04	89.23	88.54	90.09	87.85	89.32	88.79	90.29	89.35
538	372	48	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	89.23	90.18	88.56	88.56	88.66	90.11	88.44	90.67	89.87	89.83	88.59	88.18	88.87	88.90	89.79	89.98	89.94	89.71	89.73	89.63	89.28	88.86	90.99	88.69	90.71	89.23
539	372	48	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	84.95	89.77	89.12	87.45	89.33	89.66	87.80	91.21	89.74	89.39	90.65	89.88	91.14	89.27	87.78	90.01	89.12	88.73	88.60	90.50	89.07	91.72	87.92	89.52	89.32	89.70
556	372	48	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	89.01	90.31	88.43	89.38	89.31	91.60	90.89	89.11	88.88	91.04	89.69	89.04	90.70	88.71	89.27	90.42	89.88	90.28	89.14	90.05	89.55	90.64	90.16	89.29	90.50	90.07
557	372	48	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	90.41	89.28	89.66	89.80	89.73	90.01	88.53	89.54	89.99	89.56	90.96	90.51	90.28	89.91	89.57	89.14	88.90	90.28	91.32	89.86	89.77	90.72	90.41	89.24	89.94	90.39
558	372	48	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	88.31	89.54	89.46	90.68	90.59	90.75	90.12	89.24	90.65	88.14	90.60	90.92	89.95	89.72	90.99	90.18	89.91	89.39	90.97	90.64	90.53	90.60	88.26	89.90	88.99	88.30
559	372	48	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	89.96	90.77	90.23	90.32	88.92	90.59	89.82	88.99	91.56	89.13	90.11	90.81	90.73	90.14	88.58	90.18	89.11	90.35	90.57	90.85	89.58	89.90	88.90	89.52	89.22	89.59
576	372	48	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	90.87	91.21	88.90	89.58	90.71	90.18	91.33	89.68	89.20	90.33	89.41	89.56	89.38	90.05	89.20	89.34	91.42	90.64	89.74	90.46	89.10	88.96	87.81	89.14	89.69	89.03
577	372	48	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	89.60	89.12	89.45	88.94	90.84	89.84	90.08	90.43	89.00	89.87	90.20	90.35	90.58	91.36	89.10	91.00	89.69	89.84	90.72	90.48	89.34	89.38	89.63	90.61	88.41	90.34
578	372	48	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	89.95	88.88	89.88	89.84	89.99	90.59	89.33	90.72	90.40	88.36	90.80	90.52	89.79	90.81	89.11	91.56	88.86	90.57	90.98	91.47	89.07	91.09	88.54	89.76	89.10	91.35
579	372	48	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	89.41	90.13	91.36	89.03	89.38	90.20	90.01	89.66	90.17	90.16	90.08	89.17	89.84	87.51	88.29	89.91	90.95	91.34	89.37	90.29	91.52	89.53	89.89	89.99	91.35	90.29
596	372	48	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	88.54	88.49	89.64	90.05	88.34	89.85	89.72	89.79	90.22	88.90	89.88	90.42	89.29	88.88	90.43	89.18	90.13	91.03	90.48	89.89	90.16	91.78	89.59	89.77	89.83	89.47
597	372	48	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	87.74	89.89	89.45	88.49	88.64	89.63	89.97	90.03	89.51	89.14	89.33	89.24	89.06	90.23	89.61	91.49	89.62	89.52	89.33	89.98	90.28	92.08	89.04	90.18	90.05	89.90
598	372	48	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	89.84	89.20	89.34	89.35	89.53	90.49	89.74	89.93	90.60	90.29	90.92	91.60	89.43	89.63	89.80	89.58	88.64	90.42	90.80	90.72	90.53	89.99	88.70	89.33	89.87	88.75
599	372	48	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	89.30	90.56	89.13	89.71	90.15	90.53	89.77	90.03	89.53	89.12	91.33	90.99	90.15	90.22	89.40	89.60	89.76	90.61	90.34	90.60	90.72	90.13	89.33	90.30	90.25	90.32
616	372	48	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	88.50	90.28	88.06	89.18	90.70	90.30	89.51	89.87	89.09	89.29	90.43	89.90	91.32	89.13	88.80	89.95	90.00	89.94	89.85	89.72	88.86	90.14	89.61	88.83	89.00	89.86
617	372	48	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	90.60	89.80	87.54	89.61	88.93	90.10	90.01	89.71	88.06	89.84	90.38	91.17	90.11	91.21	90.04	89.05	87.90	90.32	89.18	91.70	88.62	89.54	89.71	88.36	87.95	88.55
618	372	48	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	89.17	91.00	90.45	89.74	88.22	89.91	90.09	89.92	90.16	89.67	90.82	91.91	90.22	89.36	89.97	90.64	89.36	89.47	90.72	90.34	89.24	88.77	89.66	89.04	89.04	88.02
619	372	48	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	89.58	89.75	89.99	89.98	89.69	90.35	88.07	90.53	90.16	91.20	90.63	90.52	91.14	89.26	89.53	89.76	89.48	90.73	90.47	89.90	89.61	89.23	90.65	88.32	87.96	88.31
636	372	48	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	89.36	90.32	88.73	90.15	89.90	90.16	89.86	89.17	90.80	89.22	90.89	89.75	90.11	89.85	89.24	89.72	88.79	89.52	89.37	90.52	89.19	89.80	89.50	90.51	90.26	87.85
637	372	48	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	89.10	88.98	89.03	89.16	89.56	90.16	89.25	90.38	89.07	90.29	89.53	90.62	89.35	88.83	89.51	90.61	88.68	90.27	89.03	90.62	90.54	90.43	90.97	89.86	90.82	90.29
638	372	48	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	88.65	89.59	89.10	90.39	89.68	90.25	89.50	90.12	89.90	88.81	90.24	90.01	90.63	90.14	89.53	90.07	89.51	89.98	89.55	89.61	89.64	88.37	89.91	89.61	88.10	89.93
639	372	48	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	88.83	90.92	88.90	89.49	88.13	90.63	90.29	89.81	89.44	89.81	90.26	90.61	90.25	88.01	88.49	90.20	89.79	90.71	89.58	90.24	90.46	89.60	89.53	90.58	89.20	88.32
656	372	48	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	90.42	90.95	88.83	89.92	89.15	90.28	89.90	90.47	90.11	90.03	91.03	89.58	89.93	89.09	88.03	88.43	89.65	89.74	88.82	90.74	90.64	90.80	87.58	89.56	90.03	90.06
657	372	48	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	89.48	90.50	90.28	90.36	88.41	89.02	88.69	90.26	88.78	89.16	90.11	89.28	89.55	87.80	89.80	90.18	90.42	89.22	89.93	89.53	90.33	91.25	88.72	88.95	90.16	89.86
658	372	48	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	88.81	91.44	89.74	89.21	89.00	89.06	89.64	90.57	89.43	89.14	90.94	89.70	90.38	90.08	90.46	90.59	90.21	90.90	89.45	90.54	91.84	88.40	90.30	90.35	87.74	91.18
659	372	48	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	88.70	90.25	88.90	89.63	88.98	91.45	87.97	87.92	88.93	89.38	91.98	89.60	90.41	89.25	90.62	90.14	88.71	89.88	90.45	91.05	90.98	91.52	89.60	89.93	91.65	88.80
676	372	48	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	90.06	89.91	90.02	89.52	88.55	90.29	90.66	89.86	90.44	89.12	90.14	89.67	89.57	89.84	88.56	90.07	89.61	89.41	90.59	89.18	90.42	91.38	89.39	88.61	90.48	90.02
677	372	48	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	90.22	89.48	89.28	91.14	90.42	91.70	89.60	90.16	89.98	89.79	89.54	90.81	91.27	90.45	88.31	90.37	90.82	89.05	89.76	90.57	91.04	88.56	88.38	87.39	87.98	88.47
678	372	48	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	88.52	89.13	87.04	89.41	90.15	89.61	90.00	88.25	90.56	89.77	89.37	89.27	88.88	90.07	89.05	90.87	89.94	90.31	90.20	91.68	89.39	91.06	88.60	87.94	88.93	90.45
679	372	48	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	88.30	89.80	88.60	90.59	90.88	91.12	89.73	89.47	89.30	89.14	89.23	90.66	89.34	88.72	89.66	90.10	89.02	88.92	90.82	90.51	89.56	90.19	90.60	88.46	90.47	89.66
696	372	48	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	89.72	90.46	89.49	89.08	89.49	89.86	88.45	90.47	89.19	89.23	89.57	88.29	91.32	89.82	89.94	89.59	89.03	90.22	89.59	90.03	88.02	90.22	89.07	88.68	89.52	89.16
697	372	48	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	89.47	89.73	91.19	90.29	90.42	90.45	88.69	89.93	90.16	89.79	89.83	89.59	89.32	89.12	88.76	89.08	89.06	88.93	89.83	89.00	89.47	91.23	89.57	90.21	88.82	89.28
698	372	48	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	89.40	90.62	88.56	90.51	88.91	89.81	87.91	89.08	89.28	90.20	89.69	90.04	89.90	90.49	90.42	89.72	89.62	88.88	90.05	89.82	89.05	88.13	89.79	89.56	87.40	89.55
699	372	48	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	90.14	89.92	88.63	88.89	89.78	90.41	89.58	89.66	89.98	90.18	90.06	89.99	88.22	89.21	89.91	88.91	89.09	89.34	88.91	87.86	88.50	90.40	87.00	90.81	87.96	89.18
716	372	48	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	88.49	89.67	88.08	89.06	88.45	87.62	89.30	88.49	90.01	88.53	90.05	89.71	89.25	89.74	89.20	89.18	89.19	88.40	88.76	89.07	88.80	89.32	88.75	88.30	89.69	88.65
717	372	48	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	89.63	89.56	89.93	88.85	88.97	90.58	86.44	89.36	90.04	90.79	90.95	89.88	87.81	87.80	90.14	90.74	88.92	89.06	89.36	89.81	87.76	87.37	89.09	89.27	89.72	88.38
718	372	48	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	89.99	90.20	89.54	89.57	91.32	89.77	88.13	89.88	89.64	88.75	89.45	89.22	89.68	88.08	88.94	89.02	89.98	89.36	89.12	90.66	88.80	91.35	88.83	89.47	89.72	89.07
719	372	48	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	89.74	89.64	89.76	88.44	88.99	89.96	90.46	88.92	90.05	90.37	88.45	91.12	89.17	89.85	90.43	89.42	89.82	90.17	89.55	90.64	88.69	89.58	90.26	90.59	90.05	89.08

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
16	372	48	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	92.41	94.32	92.33	93.05	90.19	89.80	92.57	92.60	91.91	91.75	93.12	91.89	92.24	93.78	90.05	93.98	93.74	93.20	92.06	91.34	93.48	93.42	93.87	92.49	93.79	91.46
17	372	48	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	89.86	91.73	93.26	88.67	91.56	92.43	89.10	91.34	92.26	91.61	92.06	92.44	92.29	92.25	91.33	92.77	91.41	91.52	90.17	92.84	94.10	92.34	91.74	91.38	91.90	92.07
18	372	48	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	94.34	94.21	92.59	92.37	93.93	90.88	91.21	92.05	91.28	92.81	93.07	92.56	93.44	92.63	92.98	93.96	93.85	93.24	94.20	92.33	94.61	92.00	94.09	92.85	93.29	91.93
19	372	48	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	93.16	92.21	93.41	93.07	92.58	90.41	91.69	93.23	92.09	94.21	92.39	91.62	91.76	93.59	91.64	94.48	94.74	93.59	94.48	93.57	91.72	93.63	94.86	93.04	92.85	93.00
36	372	48	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	91.78	91.74	93.43	92.30	91.28	91.51	91.36	93.28	92.62	89.83	93.30	91.03	90.74	94.25	90.89	91.43	95.15	93.56	91.59	93.21	92.27	92.46	94.17	92.83	92.42	91.71
37	372	48	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	93.27	91.47	93.42	92.70	93.68	90.51	93.07	93.20	91.40	92.32	93.77	92.97	92.03	92.35	92.47	91.33	92.62	92.22	93.45	91.85	94.12	94.26	94.80	91.80	92.47	91.45
38	372	48	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	92.25	92.35	92.92	92.61	92.74	89.39	92.78	91.26	90.97	91.23	92.49	91.23	93.89	92.04	93.21	93.24	92.71	92.65	93.68	91.36	93.19	92.72	94.08	94.23	93.35	93.38
39	372	48	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	90.37	92.37	93.09	90.41	93.72	91.33	93.40	92.76	93.09	91.73	92.24	93.20	93.41	92.19	91.31	91.35	90.89	91.40	92.78	92.15	93.49	94.28	93.99	93.03	92.67	93.26
56	372	48	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	93.22	91.41	94.08	93.21	92.34	91.04	90.92	94.73	93.39	92.71	93.31	91.70	93.82	91.57	93.40	92.63	93.40	92.45	92.87	91.24	92.49	92.13	93.98	93.66	92.15	91.60
57	372	48	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	93.34	93.96	93.85	92.64	92.43	90.04	91.43	93.18	92.38	91.30	92.42	92.04	93.54	95.94	92.40	92.54	93.02	92.18	91.54	93.68	93.80	92.61	95.13	93.44	92.14	92.64
58	372	48	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	91.85	93.13	94.00	92.96	93.36	90.19	93.70	91.96	92.29	92.14	91.43	92.50	94.64	93.39	91.41	93.74	92.75	92.75	91.39	92.80	92.78	93.21	94.17	92.03	91.89	92.53
59	372	48	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	91.86	49.17	93.16	93.20	93.00	91.53	93.82	91.48	93.30	91.43	93.55	92.60	94.09	93.97	91.40	93.86	93.54	95.74	92.63	93.03	94.78	93.06	92.17	91.41	93.76	92.12
76	372	48	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	91.97	92.92	93.44	92.17	89.47	91.50	91.46	91.80	92.04	92.92	92.79	92.45	93.71	92.35	92.82	93.21	91.90	92.33	92.78	91.79	91.82	93.02	93.11	92.43	94.00	92.07
77	372	48	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	93.49	91.25	91.61	92.14	49.17	91.95	91.83	90.68	91.29	93.20	90.99	90.56	90.77	91.02	90.38	92.57	92.32	92.34	91.98	91.91	94.05	92.76	92.23	91.51	92.32	91.83
78	372	48	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	93.71	90.84	92.39	92.19	91.98	89.87	93.06	93.10	90.01	92.18	90.73	93.04	91.87	92.64	90.93	92.56	92.37	92.28	90.43	93.35	92.49	93.05	92.30	93.63	93.92	90.45
79	372	48	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	94.11	93.24	92.42	93.55	93.71	91.30	91.15	94.48	92.48	91.33	91.15	90.14	93.38	92.47	91.00	92.74	93.09	92.65	91.17	93.21	93.56	94.30	95.04	90.77	92.19	90.87
96	372	48	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	90.77	93.18	92.54	93.45	93.64	91.78	92.72	93.95	92.33	92.01	92.42	92.44	92.86	92.89	92.20	93.65	92.47	92.72	92.27	93.17	92.63	94.35	92.90	92.15	92.81	92.35
97	372	48	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	89.55	93.12	91.82	92.97	94.96	91.59	91.90	92.59	92.13	91.79	92.23	91.00	93.44	92.84	91.19	93.15	92.62	90.43	93.89	92.54	93.60	91.97	93.45	92.99	91.91	91.69
98	372	48	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	90.10	89.80	93.28	92.70	92.41	91.62	93.26	92.18	92.74	92.94	93.07	91.91	91.42	92.31	93.08	93.08	93.69	91.70	92.32	92.88	93.46	92.96	93.41	92.89	92.18	91.74
99	372	48	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	91.47	91.97	94.91	91.16	92.69	92.16	94.18	91.30	92.86	92.92	92.60	92.66	92.01	93.30	93.71	92.67	91.85	92.27	94.05	92.83	94.44	93.67	92.22	93.27	92.01	90.86
116	372	48	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	91.97	92.11	90.22	92.03	92.57	89.50	90.72	91.84	92.74	92.50	93.29	93.24	91.94	94.18	90.56	92.49	93.35	92.06	92.33	92.44	93.15	92.53	91.64	92.71	91.51	93.19
117	372	48	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	91.85	93.37	92.39	94.02	91.82	93.17	91.83	92.87	91.14	93.26	93.41	91.50	93.79	93.46	93.07	91.36	94.19	93.97	93.56	92.78	94.08	93.97	94.73	92.79	92.51	93.11
118	372	48	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	91.99	92.26	91.81	90.86	92.87	92.06	92.29	91.36	92.75	92.75	90.44	90.24	91.76	90.56	91.76	92.71	91.34	91.70	92.62	91.14	94.87	91.77	94.44	93.24	93.53	92.54
119	372	48	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	92.21	91.75	89.82	92.61	93.22	91.15	92.76	93.71	91.27	91.19	93.75	92.66	94.30	93.03	93.15	92.65	92.11	92.08	92.44	91.87	93.08	92.38	93.30	91.37	93.08	91.51
136	372	48	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	93.60	94.03	92.38	91.15	93.13	91.37	91.48	91.92	92.40	92.37	92.89	89.15	91.70	93.23	90.63	93.15	93.25	91.32	92.09	91.33	92.93	94.27	91.63	93.20	93.17	92.34
137	372	48	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	90.47	93.80	92.46	93.19	93.97	92.48	93.80	89.55	92.27	91.66	92.81	92.70	93.74	92.46	89.82	92.84	91.01	92.35	92.97	91.06	93.35	94.17	94.48	93.40	94.08	93.94
138	372	48	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	90.49	93.10	93.31	93.19	90.30	91.94	91.83	94.50	91.85	92.03	91.24	91.51	89.81	92.34	91.12	93.21	91.38	91.46	92.02	92.40	93.65	93.54	93.37	91.20	93.09	93.51
139	372	48	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	94.13	93.03	93.74	91.93	93.50	90.07	93.11	90.53	89.97	89.94	91.25	92.46	90.12	93.40	90.96	92.78	92.87	92.44	92.20	92.18	93.32	94.63	93.63	93.53	92.52	90.66
156	372	48	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	91.39	93.97	92.54	91.57	92.08	90.94	91.72	92.12	90.31	93.71	90.79	91.81	91.34	93.11	91.13	93.51	93.36	92.44	92.81	90.62	93.58	94.21	93.80	91.88	92.82	91.58
157	372	48	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	91.96	91.56	93.33	92.39	93.82	92.00	89.37	91.56	92.95	93.42	92.10	93.69	94.36	91.66	91.08	91.36	93.64	92.03	91.84	91.56	94.13	94.50	93.47	91.64	93.34	90.56
158	372	48	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	93.62	92.78	91.69	92.69	92.06	92.18	92.46	90.05	92.00	92.29	91.01	92.25	91.51	94.62	91.81	92.00	92.29	93.46	92.80	93.79	93.86	93.01	92.28	91.79	91.44	91.48
159	372	48	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	91.47	92.23	93.20	93.84	92.76	92.66	91.88	90.86	92.55	92.38	93.56	93.54	92.23	92.07	91.82	92.52	89.92	90.94	93.75	91.02	92.77	94.10	94.24	93.32	91.39	92.35
176	372	48	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	93.40	91.38	93.95	92.03	90.46	88.79	92.93	94.59	92.73	90.08	92.05	92.06	92.88	92.67	90.54	93.87	91.73	93.07	92.19	92.84	92.07	92.89	92.79	92.75	92.76	91.84
177	372	48	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	92.63	90.45	90.67	91.42	92.41	90.96	92.52	94.00	92.18	92.66	92.41	92.36	92.88	93.33	91.91	92.76	90.88	93.47	90.64	93.15	93.16	93.39	93.96	93.64	92.64	90.74
178	372	48	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	93.18	90.94	92.28	91.10	95.28	89.39	92.13	93.36	93.37	93.15	93.17	92.41	92.97	94.16	91.49	92.78	93.75	91.67	93.50	92.92	92.59	93.86	92.58	92.30	92.20	94.20
179	372	48	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	90.30	92.34	92.64	91.65	91.98	92.12	91.64	93.04	90.99	91.16	91.04	91.59	91.42	92.98	90.93	91.40	93.11	93.90	90.36	92.85	92.36	93.58	92.75	91.52	92.59	92.42
196	372	48	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	90.78	93.53	92.07	91.55	92.11	91.95	93.32	90.02	93.53	94.29	92.92	92.33	93.68	92.66	90.85	93.55	93.81	92.97	93.50	92.18	93.08	92.63	92.73	94.21	94.00	91.80
197	372	48	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	92.02	92.54	91.36	91.77	91.35	92.05	92.32	93.39	90.42	93.04	92.36	92.69	93.92	92.56	92.81	92.58	92.79	92.90	93.97	91.32	94.05	94.01	93.90	91.31	92.86	93.57
198	372	48	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	92.94	90.38	92.09	91.79	91.77	92.06	94.78	92.42	93.01	90.52	93.67	89.82	92.74	92.24	91.20	90.15	91.82	93.00	92.69	91.43	93.11	93.14	93.04	92.44	93.78	92.72
199	372	48	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	90.33	91.54	94.54	93.32	93.08	91.29	93.87	92.41	92.34	91.22	91.46	91.17	90.41	93.00	93.07	93.96	92.10	91.60	92.11	92.67	92.59	92.02	93.06	93.47	92.98	91.76
216	372	48	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	94.60	92.67	92.48	92.64	93.06	90.69	90.25	93.43	93.53	90.91	92.65	93.27	49.17	93.41	92.78	88.58	93.15	92.41	89.84	93.61	90.56	93.16	92.42	92.53	93.69	91.76
217	372	48	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	91.88	92.02	93.29	92.70	92.80	90.29	90.82	92.71	92.74	91.70	92.59	93.43	93.36	92.89	93.11	92.47	93.13	93.91	92.55	91.25	93.34	92.90	94.32	93.21	92.62	92.12
218	372	48	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	94.05	92.08	93.02	92.07	93.29	91.40	92.79	92.60	93.23	92.55	93.33	92.71	94.28	93.99	94.68	93.20	95.18	93.85	93.80	93.38	93.89	92.86	92.18	92.34	93.25	93.29
219	372	48	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	92.28	92.69	93.89	92.20	92.15	91.94	92.25	92.37	90.71	92.89	92.27	92.62	93.64	93.58	93.28	92.55	92.96	91.99	91.07	93.56	92.16	92.83	93.48	93.80	93.65	92.55
236	372	48	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	93.99	92.76	93.96	92.92	94.70	90.96	93.76	92.75	93.94	94.13	94.20	91.07	92.75	92.11	93.09	92.20	93.68	93.47	91.43	92.93	93.03	94.12	93.29	93.24	92.61	92.23
237	372	48	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	94.11	90.64	93.76	92.49	92.11	92.18	89.91	94.62	93.04	92.21	92.70	93.59	92.24	94.97	92.69	92.47	91.41	93.90	90.88	93.22	94.92	92.36	93.28	92.09	92.93	93.40
238	372	48	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	90.41	90.40	90.53	92.93	92.46	91.47	89.94	92.10	93.50	91.59	93.07	93.28	92.63	91.37	90.26	92.27	95.76	91.98	92.17	93.02	92.83	92.36	91.82	93.34	93.07	91.68
239	372	48	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	93.19	94.39	92.15	93.13	92.36	92.99	94.07	92.54	92.47	92.96	92.23	91.43	91.65	94.55	91.93	93.98	93.49	91.86	91.09	92.71	93.34	93.95	92.85	93.31	93.36	93.40
256	372	48	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	91.74	92.73	92.94	91.41	93.02	92.58	89.36	93.55	91.47	91.83	91.94	90.73	90.60	90.41	90.97	92.99	93.24	90.93	90.36	92.06	92.32	92.73	91.81	93.19	93.47	92.72
257	372	48	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	93.15	93.65	93.77	92.40	94.95	92.68	92.00	94.01	92.86	92.97	93.25	91.57	91.48	93.06	92.12	92.58	93.82	93.54	94.05	93.91	92.28	94.10	92.46	92.71	91.42	92.46
258	372	48	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	92.53	93.42	93.39	92.18	94.12	91.13	90.19	92.80	91.26	92.23	90.16	91.76	90.82	92.95	89.81	95.02	92.77	93.55	92.51	91.71	93.65	93.04	92.76	92.50	92.24	93.73
259	372	48	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	91.25	90.66	92.65	94.15	91.60	90.86	92.13	90.56	93.31	93.34	93.24	91.36	93.43	92.15	91.25	92.83	92.05	92.67	92.69	90.33	93.34	92.71	92.99	93.26	93.33	91.13
276	372	48	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	92.54	91.56	93.69	92.79	91.22	91.45	92.66	93.64	92.18	91.18	93.56	92.71	93.08	93.09	92.66	91.58	91.54	91.96	90.76	92.07	93.41	94.05	94.67	93.40	93.12	93.06
277	372	48	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	92.49	90.96	93.60	92.55	93.80	90.86	92.52	93.97	91.88	93.09	92.78	92.56	91.67	92.60	91.56	92.86	94.16	93.06	92.58	93.91	94.06	92.97	94.10	92.65	93.82	91.95
278	372	48	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	92.68	93.40	94.27	92.15	94.71	92.08	92.73	92.91	91.66	91.92	93.52	89.68	93.68	91.78	91.56	93.81	94.62	91.71	92.59	91.50	93.57	92.70	95.00	94.13	92.70	92.79
279	372	48	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	91.83	92.97	93.70	90.69	93.59	92.71	90.81	92.14	93.04	92.42	91.31	91.21	93.64	91.90	91.46	93.50	93.53	93.70	93.00	91.62	93.38	92.78	92.87	93.08	93.53	93.45
296	372	48	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	93.07	92.35	93.14	91.68	93.25	91.50	91.18	93.47	94.78	90.69	92.22	93.01	90.26	93.73	93.30	94.07	92.01	90.47	92.58	91.36	94.75	92.49	91.93	90.78	93.20	91.60
297	372	48	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	90.11	93.64	94.03	92.58	93.33	92.74	93.35	92.39	93.42	93.11	91.56	93.65	92.00	92.55	91.80	92.48	92.65	92.50	92.41	92.82	94.24	92.56	94.58	93.15	92.90	93.85
298	372	48	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	93.22	91.90	93.08	93.13	93.65	91.45	92.44	92.60	92.77	92.62	92.56	93.10	92.86	92.93	93.10	93.14	92.89	92.61	93.37	93.80	94.31	94.38	91.24	92.94	92.66	91.90
299	372	48	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	94.55	93.00	92.51	92.65	92.48	92.58	91.22	90.43	94.28	93.45	92.57	89.24	92.12	93.50	92.61	92.09	93.30	94.42	91.27	93.36	95.07	92.93	95.04	92.05	93.36	91.46
316	372	48	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	92.95	91.67	93.19	92.42	93.77	90.95	91.32	93.03	91.41	92.65	92.20	92.66	93.16	91.00	93.31	92.97	94.21	92.90	93.27	92.30	92.36	92.64	92.47	93.47	94.48	92.52
317	372	48	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	91.16	93.98	92.64	91.86	93.37	91.75	92.44	89.18	91.84	92.42	92.61	93.39	92.12	91.56	92.32	90.72	93.42	91.17	93.52	92.32	93.46	93.89	94.07	93.05	92.07	92.58
318	372	48	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	91.27	93.69	94.77	91.95	93.23	91.23	92.76	92.29	92.02	94.82	92.11	93.18	92.72	93.16	93.14	93.29	92.70	91.40	93.07	92.85	90.92	93.67	94.61	93.28	93.41	92.23
319	372	48	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	93.36	90.19	92.95	91.00	93.52	90.48	92.53	91.63	91.33	93.16	92.80	92.76	91.73	90.34	91.52	91.74	92.57	92.81	92.49	91.02	92.28	93.89	93.68	92.89	91.61	92.71
336	372	48	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	91.96	91.18	91.26	91.88	93.94	89.76	90.66	92.48	92.88	93.39	92.40	91.24	92.82	92.49	91.71	91.80	93.07	92.55	92.69	92.60	93.10	92.82	93.55	93.80	92.53	91.60
337	372	48	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	93.68	94.23	93.57	92.26	93.80	89.92	90.48	92.13	91.98	91.97	93.80	91.98	92.27	91.02	93.82	89.86	91.51	92.44	92.10	91.83	92.35	93.22	92.81	91.81	91.94	93.57
338	372	48	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	92.45	91.66	92.80	91.74	91.95	91.22	92.71	93.90	91.08	90.71	94.24	93.51	92.62	91.13	93.25	93.13	91.34	91.77	91.92	92.69	92.55	93.91	94.29	93.32	91.19	91.48
339	372	48	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	92.12	91.85	92.43	91.30	92.73	91.15	92.49	93.45	91.05	92.03	92.11	89.74	93.30	94.33	92.76	91.56	93.01	92.39	90.41	93.27	92.98	93.87	92.98	93.34	92.53	93.09
356	372	48	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	92.27	93.03	93.88	91.18	93.86	91.60	90.15	93.77	92.12	93.21	92.89	92.33	92.17	94.02	78.02	91.85	93.17	92.97	94.05	92.32	93.03	93.89	93.68	92.79	75.40	93.39
357	372	48	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	91.56	91.83	91.24	94.28	90.98	91.73	93.52	89.63	91.91	91.19	90.60	90.89	94.19	93.06	92.96	90.58	93.97	91.96	92.45	91.95	92.28	91.51	93.76	92.56	94.70	93.31
358	372	48	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	92.89	92.36	92.66	92.92	92.52	90.55	92.39	90.23	93.31	94.07	91.68	92.28	92.13	93.02	91.84	93.20	92.53	92.88	93.25	91.02	93.26	93.98	92.88	91.51	91.73	91.35
359	372	48	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	93.35	90.85	91.12	92.71	90.03	90.26	92.60	90.95	91.38	92.30	92.28	92.50	93.90	92.49	91.57	91.11	93.74	91.22	91.76	90.54	91.86	90.64	93.29	93.46	92.84	93.32
376	372	48	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	89.11	91.04	91.12	90.18	90.95	91.83	91.13	90.92	90.81	92.60	93.07	89.56	90.95	91.71	91.40	93.63	91.00	92.80	92.65	91.61	92.80	92.40	93.05	92.41	91.81	92.52
377	372	48	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	91.08	92.45	90.32	90.02	93.54	90.53	90.90	91.89	90.33	91.96	92.78	90.78	88.96	91.96	90.69	88.75	91.49	91.62	92.95	92.33	91.59	91.97	91.86	91.06	90.95	88.50
378	372	48	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	88.21	92.42	90.65	91.57	92.48	90.52	91.66	91.32	89.48	91.23	92.37	90.82	91.06	90.29	92.13	90.86	91.33	92.76	93.25	92.84	92.51	92.56	92.41	92.13	91.85	91.73
379	372	48	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	92.54	90.00	91.23	92.21	90.73	93.38	91.62	90.42	88.11	91.28	92.29	89.30	90.42	92.75	89.50	90.97	93.05	90.08	93.13	91.16	90.67	91.79	89.62	91.12	92.24	89.54
396	372	48	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	90.78	92.27	92.77	92.46	92.55	90.34	91.32	91.58	92.50	93.47	91.97	90.77	91.49	91.74	91.36	91.64	90.83	93.38	92.62	92.32	93.02	92.94	92.69	92.52	93.77	90.95
397	372	48	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	91.68	92.68	92.78	93.61	91.83	91.77	91.25	91.13	91.87	89.58	91.71	91.53	90.74	90.56	92.35	91.20	90.24	93.69	92.36	92.86	92.41	93.09	93.10	93.06	91.93	91.98
398	372	48	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	91.63	90.84	91.51	91.44	90.55	91.80	91.18	91.99	93.47	90.02	91.44	90.75	91.38	92.98	90.35	89.74	92.28	90.52	91.53	91.82	92.41	91.52	94.80	92.09	92.35	91.36
399	372	48	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	93.71	91.32	91.82	92.03	92.97	91.53	91.87	91.65	89.53	93.53	92.31	91.93	91.73	92.16	91.48	90.83	93.30	92.49	93.81	92.07	93.69	92.25	92.81	93.55	93.34	93.39
416	372	48	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	92.86	91.07	93.96	91.67	92.52	93.27	91.33	93.29	90.91	92.79	91.75	91.50	91.57	93.39	90.76	92.21	92.84	91.59	93.93	92.03	94.45	92.75	93.31	92.41	93.70	91.10
417	372	48	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	90.09	93.08	92.71	91.97	91.96	90.96	92.40	92.23	90.27	88.76	92.79	92.64	92.37	91.78	91.07	90.81	91.46	90.98	93.43	92.53	93.02	92.76	94.22	93.28	92.41	92.35
418	372	48	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	92.24	88.67	93.39	91.27	92.17	91.76	91.25	91.91	91.76	93.37	91.49	92.06	93.82	92.69	90.23	92.91	91.94	91.97	93.00	92.52	93.94	94.14	93.57	93.28	92.89	92.30
419	372	48	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	91.59	92.22	93.07	90.92	92.88	92.41	90.63	91.07	90.27	91.28	90.75	91.79	91.96	92.33	92.82	93.23	93.50	93.25	93.55	91.81	92.86	92.81	94.01	92.65	92.32	92.95
436	372	48	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	90.53	91.74	91.89	89.68	92.90	91.17	91.14	92.32	92.93	92.03	90.61	92.08	90.23	91.54	91.45	91.12	91.59	93.13	91.88	91.04	93.81	90.10	94.56	90.99	91.40	90.97
437	372	48	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	90.35	89.34	90.75	90.39	90.92	90.87	90.19	91.45	89.22	91.05	91.92	93.45	90.36	91.60	93.40	90.20	91.20	90.76	92.28	91.29	91.48	91.22	90.30	93.27	89.77	89.13
438	372	48	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	90.52	93.66	90.53	90.76	92.30	92.73	91.89	91.06	92.60	94.05	90.99	89.84	89.80	91.97	91.59	91.77	92.32	92.77	93.20	92.65	91.69	90.51	93.60	92.21	93.02	91.48
439	372	48	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	88.83	90.59	91.42	90.76	91.27	92.33	91.55	91.92	91.59	91.56	91.71	91.15	90.38	92.01	89.43	92.11	92.03	92.76	93.23	92.09	91.84	91.78	92.12	90.21	92.27	91.85
456	372	48	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	88.84	92.27	92.92	92.16	92.59	90.59	93.01	90.12	93.21	91.67	93.06	92.61	90.43	91.62	90.85	92.13	92.27	92.68	92.46	92.17	92.14	91.60	94.19	92.68	93.20	92.05
457	372	48	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	92.26	93.92	91.51	90.86	91.46	89.02	91.82	92.27	89.22	91.63	93.07	91.98	91.02	90.72	90.35	91.15	92.33	92.06	93.13	90.43	93.32	91.82	94.70	91.63	91.44	90.18
458	372	48	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	92.73	91.45	92.50	90.84	92.49	90.38	93.66	91.11	91.68	92.19	92.61	91.34	92.96	91.77	91.23	92.70	94.52	91.49	93.28	91.99	92.13	92.63	93.32	93.79	92.12	90.80
459	372	48	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	90.52	92.60	93.34	91.82	92.11	90.38	91.20	94.88	90.11	91.39	92.88	91.16	90.93	93.11	91.93	92.33	93.51	90.69	90.73	92.61	91.14	92.38	93.88	92.13	92.19	92.17
476	372	48	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	89.63	91.22	93.50	91.51	93.29	92.46	91.45	90.85	90.66	92.03	93.04	91.84	92.50	91.20	90.44	92.67	91.54	92.34	93.33	90.98	92.15	91.12	93.30	92.87	91.87	92.86
477	372	48	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	90.24	92.67	92.27	92.16	92.73	91.01	91.49	90.30	91.13	91.38	92.43	90.31	90.80	92.38	92.54	92.20	93.05	91.61	93.57	91.39	93.20	93.51	94.27	93.02	93.54	92.16
478	372	48	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	91.52	91.45	93.03	90.65	91.32	92.54	92.93	93.89	92.27	92.60	92.17	89.17	92.75	90.96	92.51	92.81	92.78	95.03	91.50	91.41	92.84	92.07	93.86	92.49	93.63	90.61
479	372	48	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	92.25	93.30	92.53	92.83	92.73	90.98	88.99	92.18	93.00	93.64	89.25	92.06	92.12	92.39	93.39	91.98	94.05	92.77	92.81	92.47	92.42	94.04	90.59	92.24	92.41	93.37
496	372	48	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	92.67	91.52	92.38	91.19	90.57	90.93	89.79	89.96	90.53	89.54	90.95	89.42	90.81	93.70	90.08	89.36	94.52	90.68	92.11	90.94	91.03	91.03	91.12	92.00	90.32	88.80
497	372	48	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	90.30	89.48	89.76	90.57	93.32	88.84	88.50	92.05	90.57	91.16	90.51	91.38	90.75	92.48	91.29	89.61	92.61	89.71	91.87	90.19	91.60	91.37	91.91	92.33	87.93	92.15
498	372	48	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	89.76	92.43	89.07	88.90	90.25	88.83	91.49	89.67	90.91	91.79	93.38	89.83	90.01	90.75	91.72	89.54	91.87	91.50	91.98	90.32	91.37	91.37	91.88	91.75	93.78	90.60
499	372	48	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	90.09	92.54	91.64	91.12	90.48	92.20	92.00	90.49	90.94	90.24	91.05	89.32	91.24	91.35	92.36	91.60	92.48	90.62	91.51	91.13	92.02	91.84	90.99	91.33	90.58	89.70
516	372	48	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	91.19	91.90	89.68	89.80	91.79	91.71	92.35	91.61	91.40	91.04	92.32	92.56	92.56	89.44	92.84	91.65	90.85	91.57	90.34	90.21	93.21	90.99	93.46	91.39	90.51	92.55
517	372	48	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	92.56	92.65	91.55	92.62	92.31	91.26	91.92	92.62	91.33	90.50	90.75	92.24	90.36	90.32	89.83	92.55	92.01	93.07	93.11	91.38	94.20	93.33	93.39	93.52	91.16	91.72
518	372	48	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	91.04	92.07	88.09	91.65	90.37	92.41	91.29	91.73	90.80	90.15	89.98	91.15	89.23	92.27	90.03	93.80	92.09	93.10	93.88	90.79	92.84	92.55	91.95	92.42	92.17	92.20
519	372	48	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	89.52	92.89	92.49	91.07	95.39	90.85	93.46	91.54	91.82	92.21	92.39	90.56	92.62	90.76	91.68	91.60	91.61	88.81	92.06	91.71	93.45	92.65	92.18	92.71	92.14	90.88
536	372	48	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	91.96	93.25	93.57	92.12	92.66	90.11	93.35	91.56	93.31	91.28	91.53	91.29	91.05	92.02	92.65	90.73	92.90	92.64	92.58	91.65	93.54	92.15	93.78	91.02	91.84	90.70
537	372	48	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	93.29	90.58	92.85	90.89	90.62	92.75	94.23	92.63	91.99	90.60	93.02	90.35	91.29	92.65	90.86	91.43	92.57	92.60	93.52	91.88	92.00	92.60	92.61	92.72	93.22	93.00
538	372	48	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	93.05	92.92	92.89	93.80	92.05	93.18	92.90	91.76	90.90	92.89	92.77	91.76	92.30	91.46	91.84	93.11	93.95	93.22	92.73	90.99	92.54	92.19	94.48	92.57	93.00	92.70
539	372	48	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	89.00	91.21	93.09	89.75	91.13	93.00	92.61	92.46	92.31	91.30	92.34	91.43	91.46	91.95	92.28	92.23	91.68	91.02	91.63	92.50	91.90	92.89	92.70	90.33	91.79	92.73
556	372	48	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	89.20	91.70	91.28	90.28	92.09	91.78	93.90	91.53	90.40	91.35	90.60	89.57	91.03	91.40	91.38	91.77	91.10	91.95	89.03	91.83	91.73	91.18	91.10	92.96	92.49	92.70
557	372	48	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	93.02	90.59	90.01	90.82	90.20	91.18	90.62	89.05	91.81	91.28	91.84	92.33	91.54	90.82	92.56	91.12	90.53	92.58	92.99	89.63	93.15	93.58	92.37	91.99	90.73	91.22
558	372	48	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	91.09	90.59	91.71	90.86	91.72	91.85	89.61	91.40	91.69	89.81	90.65	88.79	91.55	89.63	90.63	91.08	93.27	89.76	92.93	91.36	91.71	92.04	91.74	93.28	90.54	89.57
559	372	48	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	92.15	92.25	91.25	91.52	91.79	92.42	90.21	89.65	92.76	90.83	90.99	89.84	91.20	90.98	88.83	92.17	91.95	91.69	93.81	92.14	93.35	90.83	92.05	92.46	90.71	89.03
576	372	48	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	91.30	92.06	94.46	91.12	92.30	91.76	91.24	89.95	91.61	92.15	90.06	90.02	91.93	92.42	89.60	91.32	91.55	91.29	93.63	92.30	91.77	92.04	91.66	92.07	92.16	92.52
577	372	48	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	91.73	88.41	91.46	90.65	90.59	91.43	92.59	92.05	90.97	90.99	92.64	91.47	91.29	92.14	93.33	91.59	92.38	92.11	93.53	91.71	92.47	92.38	94.36	92.28	91.61	90.97
578	372	48	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	89.80	91.48	90.43	92.83	91.48	90.48	90.04	92.33	91.73	92.71	94.27	90.25	90.76	91.91	91.29	91.68	92.51	91.78	92.88	90.99	93.81	92.93	93.16	92.73	93.28	93.27
579	372	48	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	90.58	92.02	92.36	91.26	91.85	90.84	89.55	91.52	92.51	92.60	91.66	88.42	91.36	88.93	91.81	91.18	92.04	92.02	92.46	92.37	93.08	93.75	93.92	92.71	93.76	91.81
596	372	48	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	92.50	92.11	91.99	91.95	92.32	91.70	91.26	92.28	91.78	92.73	92.32	91.10	91.48	92.19	92.28	91.81	91.25	91.30	93.46	92.15	90.52	92.38	94.76	92.52	92.38	92.60
597	372	48	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	90.50	90.64	92.45	90.97	91.02	91.71	91.77	91.90	90.75	92.74	93.54	90.92	91.85	92.20	91.91	92.64	93.62	92.04	93.70	90.50	92.14	93.74	90.85	92.13	92.50	93.77
598	372	48	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	93.61	91.53	92.48	93.07	91.30	92.65	92.43	92.30	92.40	89.90	93.79	90.34	92.69	93.44	90.57	92.18	92.66	93.61	92.24	90.95	92.11	91.99	93.50	92.23	93.52	92.93
599	372	48	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	92.53	92.11	90.73	94.32	92.02	91.84	92.81	90.75	91.55	92.62	93.54	91.79	91.40	92.30	93.82	92.47	90.79	92.33	91.90	92.71	92.96	93.54	93.22	92.27	94.09	92.17
616	372	48	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	89.88	92.13	90.82	91.30	90.54	92.16	90.65	91.22	88.97	92.61	91.28	91.11	91.59	91.83	91.49	91.18	91.26	90.91	91.74	91.60	92.36	91.06	92.57	92.30	89.91	91.03
617	372	48	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	92.91	90.99	94.19	90.11	88.98	88.94	91.13	92.36	91.84	90.22	92.54	90.29	91.64	92.98	90.79	90.14	90.77	91.41	91.45	92.09	92.07	91.82	90.08	91.80	91.31	89.61
618	372	48	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	90.29	91.51	90.58	92.03	90.09	90.70	91.39	90.43	91.10	92.03	91.25	90.19	90.96	91.89	91.77	91.62	92.56	93.07	91.81	90.26	94.25	91.62	94.51	91.28	92.81	92.14
619	372	48	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	89.06	92.48	92.35	92.24	90.48	93.12	90.18	93.80	92.49	93.22	92.77	89.66	92.78	92.47	90.55	92.29	92.84	91.43	93.26	87.96	91.73	91.82	93.21	92.06	91.53	90.69
636	372	48	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	91.62	92.48	90.50	91.67	90.54	92.38	92.99	91.39	92.23	91.48	91.41	89.81	91.11	92.21	91.32	91.47	93.17	91.68	92.33	92.80	93.66	92.19	91.58	92.23	92.11	90.53
637	372	48	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	90.74	90.56	90.65	91.91	91.92	90.65	90.52	91.68	91.80	91.37	91.29	91.14	92.37	91.39	91.53	91.27	91.88	91.38	93.16	93.44	93.62	91.92	93.02	93.04	93.55	91.85
638	372	48	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	90.09	92.70	91.34	92.30	91.79	91.71	91.32	90.89	91.63	92.62	91.05	90.32	92.31	92.46	90.48	91.83	91.35	92.39	92.29	91.10	92.23	92.08	93.45	91.80	90.78	93.06
639	372	48	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	91.36	93.57	91.31	90.55	90.38	92.77	91.74	90.77	90.69	90.93	91.93	93.85	93.72	91.46	92.10	91.05	93.57	92.93	91.53	90.09	92.71	92.38	92.94	93.23	92.44	90.19
656	372	48	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	92.82	92.19	92.39	92.80	92.30	91.25	92.34	94.33	92.12	92.11	90.11	89.67	89.70	93.15	91.39	91.14	92.74	91.80	93.07	93.05	93.44	93.46	92.96	92.51	94.85	91.60
657	372	48	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	94.15	93.69	91.90	91.28	91.63	93.00	91.30	92.20	91.06	91.72	92.21	92.53	93.29	92.27	92.35	92.81	91.53	92.68	93.03	91.47	92.23	93.69	93.98	92.86	93.87	92.32
658	372	48	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	93.84	93.26	92.88	90.22	91.49	92.27	91.99	91.87	91.50	92.60	94.00	89.30	93.86	91.97	93.42	93.75	91.06	92.65	93.19	91.64	92.94	91.32	94.11	93.41	90.60	92.37
659	372	48	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	92.19	93.68	92.84	91.89	92.88	93.33	90.96	91.55	91.33	91.38	93.21	91.57	92.30	91.21	91.11	91.93	92.86	92.69	91.62	90.61	91.51	93.07	92.35	94.04	92.42	91.36
676	372	48	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	92.49	90.59	90.88	89.41	88.91	90.47	92.12	90.52	91.39	89.55	90.91	91.15	90.47	90.25	90.08	90.20	91.60	91.59	90.82	90.44	91.58	91.49	91.89	91.45	92.81	89.83
677	372	48	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	91.78	93.32	91.99	92.68	92.09	90.58	93.35	89.86	92.29	92.56	91.98	91.00	90.80	89.83	89.11	91.36	92.67	92.03	92.00	88.44	92.11	92.03	90.14	90.02	90.80	92.22
678	372	48	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	90.07	91.14	91.40	90.64	91.26	88.21	91.25	90.84	91.57	91.84	91.79	89.78	90.97	93.82	91.71	89.48	92.10	91.73	91.27	90.76	91.80	91.09	89.73	93.50	91.80	91.05
679	372	48	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	91.56	90.77	92.34	91.19	90.73	91.20	92.67	91.16	92.49	89.86	89.98	90.00	90.63	90.94	90.38	92.37	91.99	90.80	93.87	91.92	92.43	90.89	92.21	92.01	90.03	91.77
696	372	48	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	93.16	92.46	92.88	92.45	93.03	91.74	90.46	92.47	90.56	91.29	92.18	91.49	90.70	93.21	91.76	91.91	92.24	91.31	92.19	91.62	92.41	93.16	92.03	91.16	91.92	92.16
697	372	48	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	92.14	91.48	94.18	92.79	90.59	90.53	90.06	93.38	92.80	90.78	92.07	90.93	91.55	93.58	90.54	92.25	92.19	92.32	92.67	90.87	93.76	92.60	92.77	92.02	91.83	91.10
698	372	48	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	91.33	92.98	91.79	93.68	92.89	90.21	91.57	90.92	90.79	91.94	91.86	92.03	91.33	92.11	91.77	91.71	92.96	94.72	91.37	91.78	92.99	90.86	93.52	91.12	90.90	92.31
699	372	48	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	90.31	89.94	94.66	91.73	89.92	90.53	90.87	91.12	93.33	90.84	91.95	90.66	91.89	92.05	92.73	91.23	91.16	91.49	92.00	91.46	91.41	92.31	92.62	91.51	91.99	91.49
716	372	48	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	92.96	92.72	91.17	89.73	93.65	90.70	90.49	92.25	92.79	91.75	93.65	92.09	92.67	91.15	92.00	90.41	91.22	93.43	91.33	90.59	93.01	93.36	94.39	91.79	91.40	91.60
717	372	48	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	94.15	92.22	89.03	93.33	91.41	93.85	89.81	91.88	92.13	92.04	91.75	89.83	92.40	92.72	92.51	92.19	93.57	93.73	90.48	92.13	93.48	91.19	92.72	91.93	91.82	93.00
718	372	48	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	93.61	92.24	94.61	93.01	94.78	91.16	94.37	91.81	91.55	91.60	91.28	91.51	91.28	92.26	91.40	92.08	93.18	94.16	93.94	91.25	92.44	92.71	92.01	92.95	93.27	93.37
719	372	48	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	92.26	91.81	90.92	90.37	92.35	92.81	91.92	91.74	92.48	91.35	90.52	91.83	88.50	92.29	89.68	91.11	92.43	91.33	92.56	92.73	92.40	92.96	94.81	92.61	92.29	91.05

The global mean maximum row:

	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26	average_map
599	89.30	90.56	89.13	89.71	90.15	90.53	89.77	90.03	89.53	89.12	91.33	90.99	90.15	90.22	89.40	89.60	89.76	90.61	90.34	90.60	90.72	90.13	89.33	90.30	90.25	90.32	90.072308
578	89.95	88.88	89.88	89.84	89.99	90.59	89.33	90.72	90.40	88.36	90.80	90.52	89.79	90.81	89.11	91.56	88.86	90.57	90.98	91.47	89.07	91.09	88.54	89.76	89.10	91.35	90.050769
398	90.18	90.68	87.89	90.38	89.97	91.06	90.52	89.50	89.26	88.57	90.14	90.67	90.71	90.26	90.09	90.17	88.85	90.46	90.94	89.59	90.34	90.69	90.24	89.18	90.58	90.35	90.048846
459	89.16	89.72	90.98	90.71	88.80	90.41	90.62	90.11	88.38	88.94	91.38	89.66	91.62	88.88	90.69	90.29	89.30	89.23	90.33	90.07	89.00	90.86	89.51	90.25	90.68	90.75	90.012692
658	88.81	91.44	89.74	89.21	89.00	89.06	89.64	90.57	89.43	89.14	90.94	89.70	90.38	90.08	90.46	90.59	90.21	90.90	89.45	90.54	91.84	88.40	90.30	90.35	87.74	91.18	89.965385
579	89.41	90.13	91.36	89.03	89.38	90.20	90.01	89.66	90.17	90.16	90.08	89.17	89.84	87.51	88.29	89.91	90.95	91.34	89.37	90.29	91.52	89.53	89.89	89.99	91.35	90.29	89.955000
438	88.96	90.54	88.74	90.12	90.76	90.14	90.29	89.78	89.01	90.34	90.91	91.52	89.40	91.16	89.55	90.18	89.40	90.51	89.20	90.77	87.77	90.47	90.16	89.87	90.87	88.27	89.949615
396	90.43	89.34	89.68	90.42	89.78	90.09	90.90	88.91	90.15	89.62	89.42	90.23	90.72	89.55	87.75	90.16	90.01	90.29	90.29	90.23	90.20	91.42	87.84	89.32	90.33	91.35	89.939615
559	89.96	90.77	90.23	90.32	88.92	90.59	89.82	88.99	91.56	89.13	90.11	90.81	90.73	90.14	88.58	90.18	89.11	90.35	90.57	90.85	89.58	89.90	88.90	89.52	89.22	89.59	89.939615
577	89.60	89.12	89.45	88.94	90.84	89.84	90.08	90.43	89.00	89.87	90.20	90.35	90.58	91.36	89.10	91.00	89.69	89.84	90.72	90.48	89.34	89.38	89.63	90.61	88.41	90.34	89.930769

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code

pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
556	372	48	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	89.01	90.31	88.43	89.38	89.31	91.60	90.89	89.11	88.88	91.04	89.69	89.04	90.70	88.71	89.27	90.42	89.88	90.28	89.14	90.05	89.55	90.64	90.16	89.29	90.50	90.07
557	372	48	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	90.41	89.28	89.66	89.80	89.73	90.01	88.53	89.54	89.99	89.56	90.96	90.51	90.28	89.91	89.57	89.14	88.90	90.28	91.32	89.86	89.77	90.72	90.41	89.24	89.94	90.39
558	372	48	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	88.31	89.54	89.46	90.68	90.59	90.75	90.12	89.24	90.65	88.14	90.60	90.92	89.95	89.72	90.99	90.18	89.91	89.39	90.97	90.64	90.53	90.60	88.26	89.90	88.99	88.30
559	372	48	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	89.96	90.77	90.23	90.32	88.92	90.59	89.82	88.99	91.56	89.13	90.11	90.81	90.73	90.14	88.58	90.18	89.11	90.35	90.57	90.85	89.58	89.90	88.90	89.52	89.22	89.59
618	372	48	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	89.17	91.00	90.45	89.74	88.22	89.91	90.09	89.92	90.16	89.67	90.82	91.91	90.22	89.36	89.97	90.64	89.36	89.47	90.72	90.34	89.24	88.77	89.66	89.04	89.04	88.02
619	372	48	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	89.58	89.75	89.99	89.98	89.69	90.35	88.07	90.53	90.16	91.20	90.63	90.52	91.14	89.26	89.53	89.76	89.48	90.73	90.47	89.90	89.61	89.23	90.65	88.32	87.96	88.31
676	372	48	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	90.06	89.91	90.02	89.52	88.55	90.29	90.66	89.86	90.44	89.12	90.14	89.67	89.57	89.84	88.56	90.07	89.61	89.41	90.59	89.18	90.42	91.38	89.39	88.61	90.48	90.02
677	372	48	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	90.22	89.48	89.28	91.14	90.42	91.70	89.60	90.16	89.98	89.79	89.54	90.81	91.27	90.45	88.31	90.37	90.82	89.05	89.76	90.57	91.04	88.56	88.38	87.39	87.98	88.47
679	372	48	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	88.30	89.80	88.60	90.59	90.88	91.12	89.73	89.47	89.30	89.14	89.23	90.66	89.34	88.72	89.66	90.10	89.02	88.92	90.82	90.51	89.56	90.19	90.60	88.46	90.47	89.66
376	372	48	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	90.15	88.23	89.60	89.33	89.69	89.46	90.04	91.18	90.27	89.22	90.70	89.95	90.40	89.82	89.79	90.08	89.26	89.35	90.14	90.85	90.13	89.71	90.46	90.87	89.83	88.23
377	372	48	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	88.93	91.14	88.00	89.37	90.55	89.44	88.91	90.43	89.62	89.93	90.88	90.65	88.63	88.78	89.22	89.44	90.59	90.30	90.41	91.75	90.81	90.49	90.22	88.95	89.04	88.29
378	372	48	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	88.12	90.51	88.91	90.08	92.07	89.56	90.24	89.93	87.78	89.51	91.31	89.32	90.81	89.52	88.42	90.10	89.93	90.47	89.79	90.77	89.37	89.89	88.36	90.87	88.51	89.61
379	372	48	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	89.22	89.84	90.69	90.72	90.47	91.43	90.88	88.90	88.78	88.50	90.81	89.96	90.70	88.83	89.35	90.18	89.90	89.84	90.29	90.35	89.83	90.62	89.59	89.34	87.91	89.09
438	372	48	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	88.96	90.54	88.74	90.12	90.76	90.14	90.29	89.78	89.01	90.34	90.91	91.52	89.40	91.16	89.55	90.18	89.40	90.51	89.20	90.77	87.77	90.47	90.16	89.87	90.87	88.27
576	372	48	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	90.87	91.21	88.90	89.58	90.71	90.18	91.33	89.68	89.20	90.33	89.41	89.56	89.38	90.05	89.20	89.34	91.42	90.64	89.74	90.46	89.10	88.96	87.81	89.14	89.69	89.03
577	372	48	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	89.60	89.12	89.45	88.94	90.84	89.84	90.08	90.43	89.00	89.87	90.20	90.35	90.58	91.36	89.10	91.00	89.69	89.84	90.72	90.48	89.34	89.38	89.63	90.61	88.41	90.34
578	372	48	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	89.95	88.88	89.88	89.84	89.99	90.59	89.33	90.72	90.40	88.36	90.80	90.52	89.79	90.81	89.11	91.56	88.86	90.57	90.98	91.47	89.07	91.09	88.54	89.76	89.10	91.35
579	372	48	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	89.41	90.13	91.36	89.03	89.38	90.20	90.01	89.66	90.17	90.16	90.08	89.17	89.84	87.51	88.29	89.91	90.95	91.34	89.37	90.29	91.52	89.53	89.89	89.99	91.35	90.29
637	372	48	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	89.10	88.98	89.03	89.16	89.56	90.16	89.25	90.38	89.07	90.29	89.53	90.62	89.35	88.83	89.51	90.61	88.68	90.27	89.03	90.62	90.54	90.43	90.97	89.86	90.82	90.29
639	372	48	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	88.83	90.92	88.90	89.49	88.13	90.63	90.29	89.81	89.44	89.81	90.26	90.61	90.25	88.01	88.49	90.20	89.79	90.71	89.58	90.24	90.46	89.60	89.53	90.58	89.20	88.32
396	372	48	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	90.43	89.34	89.68	90.42	89.78	90.09	90.90	88.91	90.15	89.62	89.42	90.23	90.72	89.55	87.75	90.16	90.01	90.29	90.29	90.23	90.20	91.42	87.84	89.32	90.33	91.35
397	372	48	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	87.45	90.64	89.70	88.97	88.97	90.27	90.18	89.40	89.39	89.82	91.06	89.60	89.75	90.25	89.99	91.17	90.14	88.78	90.87	91.02	90.15	89.02	88.91	90.46	89.42	89.76
398	372	48	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	90.18	90.68	87.89	90.38	89.97	91.06	90.52	89.50	89.26	88.57	90.14	90.67	90.71	90.26	90.09	90.17	88.85	90.46	90.94	89.59	90.34	90.69	90.24	89.18	90.58	90.35
456	372	48	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	88.43	90.18	89.24	90.74	90.26	90.22	89.82	88.95	89.25	89.26	91.40	90.56	90.71	89.64	89.11	90.27	88.03	89.54	91.02	91.21	89.73	90.13	88.96	88.49	89.31	89.42
458	372	48	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	90.20	89.70	89.29	90.28	88.72	89.46	89.56	90.36	90.06	89.57	90.22	90.30	90.40	89.00	89.36	90.71	90.76	89.33	90.63	89.33	89.78	89.92	89.16	89.31	89.37	90.13
459	372	48	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	89.16	89.72	90.98	90.71	88.80	90.41	90.62	90.11	88.38	88.94	91.38	89.66	91.62	88.88	90.69	90.29	89.30	89.23	90.33	90.07	89.00	90.86	89.51	90.25	90.68	90.75
596	372	48	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	88.54	88.49	89.64	90.05	88.34	89.85	89.72	89.79	90.22	88.90	89.88	90.42	89.29	88.88	90.43	89.18	90.13	91.03	90.48	89.89	90.16	91.78	89.59	89.77	89.83	89.47
598	372	48	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	89.84	89.20	89.34	89.35	89.53	90.49	89.74	89.93	90.60	90.29	90.92	91.60	89.43	89.63	89.80	89.58	88.64	90.42	90.80	90.72	90.53	89.99	88.70	89.33	89.87	88.75
599	372	48	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	89.30	90.56	89.13	89.71	90.15	90.53	89.77	90.03	89.53	89.12	91.33	90.99	90.15	90.22	89.40	89.60	89.76	90.61	90.34	90.60	90.72	90.13	89.33	90.30	90.25	90.32
656	372	48	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	90.42	90.95	88.83	89.92	89.15	90.28	89.90	90.47	90.11	90.03	91.03	89.58	89.93	89.09	88.03	88.43	89.65	89.74	88.82	90.74	90.64	90.80	87.58	89.56	90.03	90.06
658	372	48	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	88.81	91.44	89.74	89.21	89.00	89.06	89.64	90.57	89.43	89.14	90.94	89.70	90.38	90.08	90.46	90.59	90.21	90.90	89.45	90.54	91.84	88.40	90.30	90.35	87.74	91.18
659	372	48	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	88.70	90.25	88.90	89.63	88.98	91.45	87.97	87.92	88.93	89.38	91.98	89.60	90.41	89.25	90.62	90.14	88.71	89.88	90.45	91.05	90.98	91.52	89.60	89.93	91.65	88.80
719	372	48	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	89.74	89.64	89.76	88.44	88.99	89.96	90.46	88.92	90.05	90.37	88.45	91.12	89.17	89.85	90.43	89.42	89.82	90.17	89.55	90.64	88.69	89.58	90.26	90.59	90.05	89.08
416	372	48	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	90.73	89.82	90.14	90.06	88.85	89.69	89.63	89.44	90.58	88.36	90.59	90.62	90.51	90.88	88.66	89.29	90.05	89.62	90.63	88.74	89.42	90.80	89.85	87.79	89.77	89.83
418	372	48	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	88.61	89.61	89.20	91.19	89.71	88.74	89.15	89.06	89.93	88.93	90.55	89.71	89.17	90.62	90.27	90.41	89.36	89.96	89.82	90.36	89.36	90.94	90.40	91.14	90.47	89.60
419	372	48	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	89.89	89.40	90.30	89.39	88.84	91.49	90.32	89.66	89.19	89.01	89.80	91.29	89.85	89.55	88.33	89.53	90.20	90.32	91.34	89.24	90.91	91.17	90.57	88.89	89.68	89.65
477	372	48	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	89.37	90.85	89.03	90.84	88.91	90.67	89.93	90.09	90.22	89.63	90.28	90.29	88.73	90.11	89.33	89.35	88.74	89.82	89.95	90.36	89.57	89.26	90.29	89.55	89.46	89.65
478	372	48	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	89.68	89.14	89.95	88.47	89.32	89.82	89.91	90.21	90.60	89.53	90.73	90.14	89.19	87.54	91.81	90.65	88.32	89.74	89.50	90.56	90.47	89.46	90.86	90.51	90.30	89.06

Size of the All data:  (144, 29)
Size of the Sig data:  (38, 34)

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
20	372	48	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	89.20	91.70	91.28	90.28	92.09	91.78	93.90	91.53	90.40	91.35	90.60	89.57	91.03	91.40	91.38	91.77	91.10	91.95	89.03	91.83	91.73	91.18	91.10	92.96	92.49	92.70
11	372	48	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	93.02	90.59	90.01	90.82	90.20	91.18	90.62	89.05	91.81	91.28	91.84	92.33	91.54	90.82	92.56	91.12	90.53	92.58	92.99	89.63	93.15	93.58	92.37	91.99	90.73	91.22
12	372	48	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	91.09	90.59	91.71	90.86	91.72	91.85	89.61	91.40	91.69	89.81	90.65	88.79	91.55	89.63	90.63	91.08	93.27	89.76	92.93	91.36	91.71	92.04	91.74	93.28	90.54	89.57
8	372	48	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	92.15	92.25	91.25	91.52	91.79	92.42	90.21	89.65	92.76	90.83	90.99	89.84	91.20	90.98	88.83	92.17	91.95	91.69	93.81	92.14	93.35	90.83	92.05	92.46	90.71	89.03
25	372	48	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	90.29	91.51	90.58	92.03	90.09	90.70	91.39	90.43	91.10	92.03	91.25	90.19	90.96	91.89	91.77	91.62	92.56	93.07	91.81	90.26	94.25	91.62	94.51	91.28	92.81	92.14
26	372	48	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	89.06	92.48	92.35	92.24	90.48	93.12	90.18	93.80	92.49	93.22	92.77	89.66	92.78	92.47	90.55	92.29	92.84	91.43	93.26	87.96	91.73	91.82	93.21	92.06	91.53	90.69
19	372	48	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	92.49	90.59	90.88	89.41	88.91	90.47	92.12	90.52	91.39	89.55	90.91	91.15	90.47	90.25	90.08	90.20	91.60	91.59	90.82	90.44	91.58	91.49	91.89	91.45	92.81	89.83
28	372	48	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	91.78	93.32	91.99	92.68	92.09	90.58	93.35	89.86	92.29	92.56	91.98	91.00	90.80	89.83	89.11	91.36	92.67	92.03	92.00	88.44	92.11	92.03	90.14	90.02	90.80	92.22
36	372	48	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	91.56	90.77	92.34	91.19	90.73	91.20	92.67	91.16	92.49	89.86	89.98	90.00	90.63	90.94	90.38	92.37	91.99	90.80	93.87	91.92	92.43	90.89	92.21	92.01	90.03	91.77
14	372	48	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	89.11	91.04	91.12	90.18	90.95	91.83	91.13	90.92	90.81	92.60	93.07	89.56	90.95	91.71	91.40	93.63	91.00	92.80	92.65	91.61	92.80	92.40	93.05	92.41	91.81	92.52
27	372	48	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	91.08	92.45	90.32	90.02	93.54	90.53	90.90	91.89	90.33	91.96	92.78	90.78	88.96	91.96	90.69	88.75	91.49	91.62	92.95	92.33	91.59	91.97	91.86	91.06	90.95	88.50
33	372	48	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	88.21	92.42	90.65	91.57	92.48	90.52	91.66	91.32	89.48	91.23	92.37	90.82	91.06	90.29	92.13	90.86	91.33	92.76	93.25	92.84	92.51	92.56	92.41	92.13	91.85	91.73
17	372	48	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	92.54	90.00	91.23	92.21	90.73	93.38	91.62	90.42	88.11	91.28	92.29	89.30	90.42	92.75	89.50	90.97	93.05	90.08	93.13	91.16	90.67	91.79	89.62	91.12	92.24	89.54
6	372	48	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	90.52	93.66	90.53	90.76	92.30	92.73	91.89	91.06	92.60	94.05	90.99	89.84	89.80	91.97	91.59	91.77	92.32	92.77	93.20	92.65	91.69	90.51	93.60	92.21	93.02	91.48
23	372	48	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	91.30	92.06	94.46	91.12	92.30	91.76	91.24	89.95	91.61	92.15	90.06	90.02	91.93	92.42	89.60	91.32	91.55	91.29	93.63	92.30	91.77	92.04	91.66	92.07	92.16	92.52
9	372	48	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	91.73	88.41	91.46	90.65	90.59	91.43	92.59	92.05	90.97	90.99	92.64	91.47	91.29	92.14	93.33	91.59	92.38	92.11	93.53	91.71	92.47	92.38	94.36	92.28	91.61	90.97
1	372	48	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	89.80	91.48	90.43	92.83	91.48	90.48	90.04	92.33	91.73	92.71	94.27	90.25	90.76	91.91	91.29	91.68	92.51	91.78	92.88	90.99	93.81	92.93	93.16	92.73	93.28	93.27
5	372	48	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	90.58	92.02	92.36	91.26	91.85	90.84	89.55	91.52	92.51	92.60	91.66	88.42	91.36	88.93	91.81	91.18	92.04	92.02	92.46	92.37	93.08	93.75	93.92	92.71	93.76	91.81
22	372	48	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	90.74	90.56	90.65	91.91	91.92	90.65	90.52	91.68	91.80	91.37	91.29	91.14	92.37	91.39	91.53	91.27	91.88	91.38	93.16	93.44	93.62	91.92	93.02	93.04	93.55	91.85
37	372	48	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	91.36	93.57	91.31	90.55	90.38	92.77	91.74	90.77	90.69	90.93	91.93	93.85	93.72	91.46	92.10	91.05	93.57	92.93	91.53	90.09	92.71	92.38	92.94	93.23	92.44	90.19
7	372	48	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	90.78	92.27	92.77	92.46	92.55	90.34	91.32	91.58	92.50	93.47	91.97	90.77	91.49	91.74	91.36	91.64	90.83	93.38	92.62	92.32	93.02	92.94	92.69	92.52	93.77	90.95
21	372	48	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	91.68	92.68	92.78	93.61	91.83	91.77	91.25	91.13	91.87	89.58	91.71	91.53	90.74	90.56	92.35	91.20	90.24	93.69	92.36	92.86	92.41	93.09	93.10	93.06	91.93	91.98
2	372	48	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	91.63	90.84	91.51	91.44	90.55	91.80	91.18	91.99	93.47	90.02	91.44	90.75	91.38	92.98	90.35	89.74	92.28	90.52	91.53	91.82	92.41	91.52	94.80	92.09	92.35	91.36
31	372	48	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	88.84	92.27	92.92	92.16	92.59	90.59	93.01	90.12	93.21	91.67	93.06	92.61	90.43	91.62	90.85	92.13	92.27	92.68	92.46	92.17	92.14	91.60	94.19	92.68	93.20	92.05
24	372	48	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	92.73	91.45	92.50	90.84	92.49	90.38	93.66	91.11	91.68	92.19	92.61	91.34	92.96	91.77	91.23	92.70	94.52	91.49	93.28	91.99	92.13	92.63	93.32	93.79	92.12	90.80
3	372	48	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	90.52	92.60	93.34	91.82	92.11	90.38	91.20	94.88	90.11	91.39	92.88	91.16	90.93	93.11	91.93	92.33	93.51	90.69	90.73	92.61	91.14	92.38	93.88	92.13	92.19	92.17
34	372	48	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	92.50	92.11	91.99	91.95	92.32	91.70	91.26	92.28	91.78	92.73	92.32	91.10	91.48	92.19	92.28	91.81	91.25	91.30	93.46	92.15	90.52	92.38	94.76	92.52	92.38	92.60
13	372	48	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	93.61	91.53	92.48	93.07	91.30	92.65	92.43	92.30	92.40	89.90	93.79	90.34	92.69	93.44	90.57	92.18	92.66	93.61	92.24	90.95	92.11	91.99	93.50	92.23	93.52	92.93
0	372	48	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	92.53	92.11	90.73	94.32	92.02	91.84	92.81	90.75	91.55	92.62	93.54	91.79	91.40	92.30	93.82	92.47	90.79	92.33	91.90	92.71	92.96	93.54	93.22	92.27	94.09	92.17
32	372	48	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	92.82	92.19	92.39	92.80	92.30	91.25	92.34	94.33	92.12	92.11	90.11	89.67	89.70	93.15	91.39	91.14	92.74	91.80	93.07	93.05	93.44	93.46	92.96	92.51	94.85	91.60
4	372	48	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	93.84	93.26	92.88	90.22	91.49	92.27	91.99	91.87	91.50	92.60	94.00	89.30	93.86	91.97	93.42	93.75	91.06	92.65	93.19	91.64	92.94	91.32	94.11	93.41	90.60	92.37
15	372	48	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	92.19	93.68	92.84	91.89	92.88	93.33	90.96	91.55	91.33	91.38	93.21	91.57	92.30	91.21	91.11	91.93	92.86	92.69	91.62	90.61	91.51	93.07	92.35	94.04	92.42	91.36
35	372	48	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	92.26	91.81	90.92	90.37	92.35	92.81	91.92	91.74	92.48	91.35	90.52	91.83	88.50	92.29	89.68	91.11	92.43	91.33	92.56	92.73	92.40	92.96	94.81	92.61	92.29	91.05
29	372	48	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	92.86	91.07	93.96	91.67	92.52	93.27	91.33	93.29	90.91	92.79	91.75	91.50	91.57	93.39	90.76	92.21	92.84	91.59	93.93	92.03	94.45	92.75	93.31	92.41	93.70	91.10
16	372	48	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	92.24	88.67	93.39	91.27	92.17	91.76	91.25	91.91	91.76	93.37	91.49	92.06	93.82	92.69	90.23	92.91	91.94	91.97	93.00	92.52	93.94	94.14	93.57	93.28	92.89	92.30
10	372	48	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	91.59	92.22	93.07	90.92	92.88	92.41	90.63	91.07	90.27	91.28	90.75	91.79	91.96	92.33	92.82	93.23	93.50	93.25	93.55	91.81	92.86	92.81	94.01	92.65	92.32	92.95
30	372	48	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	90.24	92.67	92.27	92.16	92.73	91.01	91.49	90.30	91.13	91.38	92.43	90.31	90.80	92.38	92.54	92.20	93.05	91.61	93.57	91.39	93.20	93.51	94.27	93.02	93.54	92.16
18	372	48	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	91.52	91.45	93.03	90.65	91.32	92.54	92.93	93.89	92.27	92.60	92.17	89.17	92.75	90.96	92.51	92.81	92.78	95.03	91.50	91.41	92.84	92.07	93.86	92.49	93.63	90.61

Size of the test data:  (38, 34)

Average & Std Deviation of the Significant rows:

	mean	std
mAP_valid_abs_values_11	90.439737	0.722501
mAP_valid_abs_values_20	90.390526	0.617825
mAP_valid_abs_values_12	90.346316	0.683625
mAP_valid_abs_values_6	90.302368	0.693500
mAP_valid_abs_values_19	90.232105	0.665128
mAP_valid_abs_values_22	90.158684	0.861210
mAP_valid_abs_values_13	90.064474	0.713149
mAP_valid_abs_values_16	90.063158	0.618036
mAP_valid_abs_values_18	90.041053	0.612619
mAP_valid_abs_values_21	89.992895	0.813132
mAP_valid_abs_values_2	89.972368	0.790044
mAP_valid_abs_values_7	89.892105	0.722320
mAP_valid_abs_values_4	89.857105	0.694316
mAP_valid_abs_values_8	89.764211	0.648081
mAP_valid_abs_values_9	89.730000	0.741609
mAP_valid_abs_values_25	89.686842	0.950843
mAP_valid_abs_values_17	89.611579	0.754591
mAP_valid_abs_values_5	89.598158	0.876923
mAP_valid_abs_values_24	89.587632	0.863974
mAP_valid_abs_values_14	89.580789	0.891699
mAP_valid_abs_values_23	89.566316	0.905110
mAP_valid_abs_values_26	89.556579	0.911498
mAP_valid_abs_values_10	89.515263	0.705778
mAP_valid_abs_values_3	89.482105	0.749040
mAP_valid_abs_values_15	89.448158	0.889080
mAP_valid_abs_values	89.411579	0.795227

We then apply the hyperparameters to the test set and average the results.

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()

optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)

	mean	std
mAP_test_abs_values_23	93.040263	1.213796
mAP_test_abs_values_19	92.617368	1.018538
mAP_test_abs_values_21	92.504737	0.918185
mAP_test_abs_values_24	92.426579	0.770694
mAP_test_abs_values_25	92.392368	1.128873
mAP_test_abs_values_22	92.322895	0.861698
mAP_test_abs_values_17	92.188947	0.952890
mAP_test_abs_values_18	92.053947	1.051497
mAP_test_abs_values_11	91.949211	1.112240
mAP_test_abs_values_3	91.912632	1.100137
average_map	91.833846	0.405870
mAP_test_abs_values_2	91.746053	1.199621
mAP_test_abs_values_16	91.724737	0.983300
mAP_test_abs_values_14	91.716316	1.050751
mAP_test_abs_values_5	91.711053	0.968110
mAP_test_abs_values_10	91.705000	1.139378
mAP_test_abs_values_6	91.640000	0.958634
mAP_test_abs_values_20	91.637895	1.189277
mAP_test_abs_values_7	91.576053	1.059787
mAP_test_abs_values_9	91.563158	1.053997
mAP_test_abs_values_4	91.518684	1.053827
mAP_test_abs_values_8	91.510526	1.274097
mAP_test_abs_values_26	91.475263	1.123555
mAP_test_abs_values_13	91.377368	1.198963
mAP_test_abs_values	91.368158	1.356525
mAP_test_abs_values_15	91.301579	1.194416
mAP_test_abs_values_12	90.699211	1.147343

Code

def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1


res_valid_mwu_48['id'] = res_valid_mwu_48.index.to_series().apply(extract_number)
res_test_mwu_48['id'] = res_test_mwu_48.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_48,res_test_mwu_48])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_48 = res_test_mwu_48.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_48 =  res_valid_mwu_48.reset_index(drop=True)
res_valid_mwu_48.columns = ['valid_score', 'std', 'id']
res_valid_mwu_48 = res_valid_mwu_48[['valid_score', 'id']]

res_test_mwu_48.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_48 = res_test_mwu_48[['test_score', 'id']]


result_merged_mwu_48 = pd.merge(res_valid_mwu_48,res_test_mwu_48,on='id')


result_merged_mwu_48.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_48 = result_merged_mwu_48[['id','valid_score','test_score']]

html_table = result_merged_mwu_48.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

#data_range2 = np.array(list(res_test_mwu_48['mean']) + list(res_valid_mwu_48['mean']))

# categories = [str(i) for i in range(1,26)]
# fig = go.Figure()

# # Valid
# fig.add_trace(go.Scatterpolar(
#        r=list(res_test_mwu_48['mean']),
#       theta=categories,
#       #fill='toself',
#       name='Test'
# ))

# # Test
# fig.add_trace(go.Scatterpolar(
#       r=list(res_valid_mwu_48['mean']),
#       theta=categories,
#       #fill='toself',
#       name='Valid'
# ))

# # Customization of chart
# fig.update_layout(
#   title={
#       'text': "",
#          'xanchor': 'center',
#       'yanchor': 'top'
#   },
#   polar=dict(
#     radialaxis=dict(
#       visible=True,
#       range=[88, 93]
#     )),
#   showlegend=True
# )

# fig.show()
# fig.write_image("MU_Test.png")

	id	valid_score	test_score
0	11	90.439737	91.949211
1	20	90.390526	91.637895
2	12	90.346316	90.699211
3	6	90.302368	91.640000
4	19	90.232105	92.617368
5	22	90.158684	92.322895
6	13	90.064474	91.377368
7	16	90.063158	91.724737
8	18	90.041053	92.053947
9	21	89.992895	92.504737
10	2	89.972368	91.746053
11	7	89.892105	91.576053
12	4	89.857105	91.518684
13	8	89.764211	91.510526
14	9	89.730000	91.563158
15	25	89.686842	92.392368
16	17	89.611579	92.188947
17	5	89.598158	91.711053
18	24	89.587632	92.426579
19	14	89.580789	91.716316
20	23	89.566316	93.040263
21	26	89.556579	91.475263
22	10	89.515263	91.705000
23	3	89.482105	91.912632
24	15	89.448158	91.301579
25	1	89.411579	91.368158

Code

#%%

dt_valid  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")



output_size = 32

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
12	372	32	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	42.66	86.58	86.86	86.42	86.03	87.17	86.15	86.21	86.76	87.73	89.61	87.45	89.52	88.31	87.96	88.93	89.06	87.22	87.39	88.24	89.40	81.33	88.04	87.74	87.83	88.13
13	372	32	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	87.44	87.83	86.16	88.96	88.32	87.70	86.70	88.87	88.58	88.51	87.15	89.77	88.92	90.14	88.54	90.37	86.64	89.53	88.41	89.23	89.23	88.78	89.02	87.30	87.25	89.85
14	372	32	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	86.81	86.62	87.13	88.56	87.77	89.18	42.66	88.69	86.97	88.19	87.95	89.21	89.84	87.73	88.66	88.12	85.72	88.89	89.02	89.78	88.52	88.14	88.34	87.83	86.98	88.18
15	372	32	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	88.28	88.76	87.33	87.42	87.71	85.35	87.24	86.05	87.51	87.68	88.41	89.48	87.44	88.57	86.85	89.43	88.41	89.16	88.18	89.03	86.60	89.58	88.16	88.24	86.48	89.42
32	372	32	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	87.66	86.19	86.33	86.43	82.90	88.90	87.91	89.39	86.90	88.97	88.29	87.47	87.25	89.65	88.86	89.43	85.05	88.89	88.37	87.94	87.03	87.80	87.66	89.12	87.85	88.67
33	372	32	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	87.67	87.86	87.32	88.54	87.07	87.19	90.65	87.68	88.26	88.02	89.57	89.61	89.72	89.43	88.99	89.04	89.43	87.30	88.12	87.97	88.10	87.52	87.79	88.54	89.53	88.39
34	372	32	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	88.33	89.07	86.48	88.97	87.45	88.14	87.68	89.49	88.13	88.77	89.19	89.04	89.16	87.54	90.11	90.14	88.19	89.30	88.56	88.11	87.31	87.26	87.91	88.83	87.78	88.10
35	372	32	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	86.96	86.87	86.80	85.71	89.27	88.55	88.01	86.91	89.19	87.91	88.20	89.58	87.30	87.89	87.30	88.26	89.92	88.32	87.24	89.31	88.81	88.28	87.68	87.86	88.52	88.11
52	372	32	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	85.53	86.07	87.64	88.59	87.57	86.65	87.40	88.46	88.47	87.38	89.21	89.59	87.53	88.32	88.46	89.13	87.89	87.95	87.34	87.86	87.12	87.92	88.84	88.94	87.81	88.27
53	372	32	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	88.83	87.99	85.94	89.62	87.94	86.34	87.24	89.11	88.41	87.54	88.15	89.56	88.23	86.82	87.34	87.69	42.66	87.61	89.19	87.79	87.85	88.33	87.83	89.32	88.48	87.28
54	372	32	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	87.01	87.35	85.57	89.20	87.38	87.47	86.78	89.29	87.83	88.00	88.65	87.90	89.63	88.32	88.31	86.53	89.15	87.63	87.16	90.30	87.14	89.19	87.30	88.80	89.70	88.81
55	372	32	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	86.84	88.27	88.09	88.58	87.91	89.92	86.94	88.92	88.98	89.01	90.06	89.10	86.33	88.68	88.79	87.52	90.00	88.16	88.88	88.64	87.93	89.00	88.74	88.29	86.04	88.39
72	372	32	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	86.05	86.07	87.58	87.86	87.38	87.92	87.86	87.17	86.03	86.74	88.65	89.64	86.31	87.71	87.88	88.96	88.05	89.23	90.24	89.17	88.46	89.50	88.71	86.55	88.96	88.43
73	372	32	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	87.17	88.12	88.36	89.14	88.50	89.32	87.39	88.58	89.39	88.00	88.22	88.43	89.77	87.43	87.79	91.22	87.63	89.31	89.11	89.57	88.31	87.23	85.20	88.55	88.37	87.36
74	372	32	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	88.24	87.55	88.25	88.54	87.58	89.18	89.00	88.54	89.62	88.75	87.76	87.73	88.43	87.36	88.59	89.07	88.94	88.92	89.03	89.03	89.17	87.49	86.36	88.95	87.24	87.49
75	372	32	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	86.66	88.23	87.91	87.91	88.11	42.66	87.42	90.53	87.32	86.67	88.10	87.36	86.33	89.14	88.81	89.50	88.93	88.99	88.60	88.77	86.91	89.32	88.34	87.18	86.85	87.04
92	372	32	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	86.07	87.25	87.91	88.03	88.19	87.95	88.99	87.56	87.06	87.50	88.58	87.82	87.46	90.48	88.44	87.70	86.87	88.79	87.83	88.55	88.02	88.34	88.83	87.79	88.47	87.02
93	372	32	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	87.33	85.40	85.71	87.12	87.45	86.98	89.64	88.47	89.20	87.80	88.76	88.96	88.78	86.76	87.23	89.47	87.82	87.95	88.48	90.01	88.72	87.92	88.27	88.22	88.68	88.73
94	372	32	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	86.14	88.73	87.75	87.56	87.91	87.62	88.94	86.68	89.99	88.56	89.00	89.53	88.94	88.33	88.46	87.72	88.93	87.45	87.09	88.96	88.01	87.78	86.44	89.08	88.27	87.58
95	372	32	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	86.76	89.02	87.56	86.90	87.80	87.76	87.94	89.39	89.06	88.18	88.01	89.84	89.05	88.43	89.64	88.26	88.41	88.65	88.24	88.27	87.90	88.15	87.46	89.32	88.62	88.93
112	372	32	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	84.84	88.09	85.44	88.34	87.26	87.55	86.96	87.76	88.46	89.18	89.57	89.46	87.98	88.03	88.19	87.82	87.87	88.66	89.64	88.86	87.19	87.52	87.96	86.58	85.70	88.70
113	372	32	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	85.29	88.96	86.71	87.14	89.55	88.10	87.67	88.54	86.78	87.87	89.20	88.64	88.32	89.03	89.40	89.79	87.70	88.48	88.45	88.26	87.86	87.95	88.01	88.51	88.95	88.66
114	372	32	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	87.98	87.35	87.91	88.30	86.45	87.84	86.19	90.12	88.59	88.64	88.36	89.05	88.45	87.18	88.47	89.35	87.71	88.12	87.80	88.66	87.98	88.30	88.15	87.51	88.94	87.12
115	372	32	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	86.16	86.90	88.11	87.13	87.31	87.69	87.77	89.38	90.29	89.01	89.33	88.06	88.55	89.89	89.29	89.05	89.09	88.83	87.63	88.32	88.29	88.36	88.30	88.53	89.22	88.23
132	372	32	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	86.70	85.54	87.63	87.37	88.00	86.69	87.72	88.37	86.24	88.65	89.29	90.58	88.00	88.68	88.43	88.21	90.66	87.09	89.88	90.21	87.95	88.79	88.32	88.08	89.11	86.70
133	372	32	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	88.58	87.98	88.35	87.36	87.97	88.07	88.44	89.09	87.15	87.68	89.21	89.19	89.03	88.74	88.42	89.56	88.65	87.75	88.86	90.59	88.84	89.93	88.77	42.66	89.59	87.59
134	372	32	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	87.62	88.16	87.13	87.66	88.59	90.59	89.29	87.54	89.06	88.37	88.94	90.51	89.24	88.46	88.73	87.22	87.98	89.37	90.09	88.66	88.78	88.28	88.97	74.03	89.78	88.96
135	372	32	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	89.13	88.49	88.84	87.90	88.72	88.88	88.90	87.77	88.07	89.01	87.99	87.83	87.99	88.04	87.83	89.43	88.49	88.25	88.11	89.10	88.57	88.04	90.45	88.77	88.26	89.73
152	372	32	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	88.88	87.72	85.74	89.42	87.13	89.20	88.83	89.13	89.05	88.91	89.06	90.29	87.40	87.82	88.72	86.52	89.25	86.57	87.82	91.44	89.73	88.99	87.78	76.30	87.56	78.41
153	372	32	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	87.94	87.59	86.60	89.37	87.47	90.79	88.81	89.68	89.24	87.91	88.12	89.52	88.48	89.77	42.66	88.61	89.15	90.29	89.12	86.72	88.74	89.95	89.46	87.12	89.12	90.01
154	372	32	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	87.74	87.70	87.61	88.44	87.71	88.85	87.55	88.37	89.67	88.10	89.20	89.36	89.53	87.43	88.75	87.32	89.41	90.38	88.94	92.03	89.24	89.48	88.68	88.84	88.97	88.42
155	372	32	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	87.37	87.92	86.07	86.98	89.02	89.58	90.23	87.00	87.93	89.44	89.99	89.36	88.36	87.66	89.35	88.00	88.85	89.94	89.44	88.25	89.19	88.12	86.64	90.16	88.21	90.24
172	372	32	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	88.76	88.38	88.89	89.94	86.58	88.90	89.08	89.19	88.08	88.61	89.44	88.87	90.04	87.62	88.79	87.67	89.55	88.81	89.18	88.62	88.22	89.09	88.86	87.76	89.54	89.62
173	372	32	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	87.82	88.11	86.58	87.97	88.82	90.72	85.13	88.95	88.09	88.89	89.87	88.15	89.12	88.08	88.05	89.50	87.87	87.72	90.19	89.06	88.48	89.70	90.78	88.89	89.55	89.03
174	372	32	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	86.76	86.53	88.63	87.29	88.42	88.18	87.49	42.66	87.90	88.13	91.25	89.10	88.51	89.15	86.75	87.69	90.28	87.35	89.94	88.16	87.39	76.29	87.07	88.73	87.98	88.02
175	372	32	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	87.50	87.36	88.33	87.19	87.97	88.70	88.01	88.07	89.66	89.65	89.31	91.77	89.48	87.39	88.55	90.16	88.84	90.92	89.59	88.22	88.91	90.57	88.36	73.31	90.44	87.79
192	372	32	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	85.66	88.29	84.81	88.05	87.34	88.02	88.13	88.54	87.13	86.86	87.89	87.34	88.00	87.90	88.55	87.40	88.30	88.37	89.35	88.23	87.01	88.55	87.88	87.47	87.95	88.40
193	372	32	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	86.36	87.78	88.28	87.64	87.18	87.48	86.68	89.30	88.23	87.85	88.20	88.93	87.55	88.72	88.04	89.75	88.54	87.74	88.79	89.68	89.52	87.94	88.28	87.94	88.74	89.32
194	372	32	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	87.74	88.43	86.82	87.63	88.33	89.02	87.04	89.19	89.54	86.51	90.11	90.75	89.66	87.40	87.90	87.61	88.13	86.67	87.74	87.08	88.22	89.28	88.04	88.20	88.12	88.30
195	372	32	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	87.13	87.64	88.70	87.33	87.66	88.01	86.45	89.61	88.78	86.98	88.15	87.89	88.34	88.30	87.38	88.44	89.43	87.08	86.92	89.03	88.23	88.28	87.37	89.04	88.98	88.37
212	372	32	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	84.73	86.67	87.74	86.53	85.24	86.51	86.93	87.28	87.78	86.71	88.12	89.00	88.40	87.69	87.20	88.23	88.20	88.20	89.43	87.68	87.57	88.65	87.50	87.91	87.48	82.90
213	372	32	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	87.05	87.23	87.40	88.24	87.14	87.50	88.65	88.31	89.72	88.77	88.65	89.20	87.72	87.78	88.57	87.11	88.32	87.75	89.16	90.86	89.24	87.97	88.12	88.04	87.53	87.40
214	372	32	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	87.37	88.37	88.21	87.62	87.29	88.36	87.83	89.58	87.96	88.00	88.75	89.21	88.10	88.52	88.66	87.33	89.59	87.54	85.44	89.53	88.35	89.18	88.13	89.08	88.66	87.35
215	372	32	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	87.45	88.19	87.83	87.87	85.15	89.17	88.78	87.74	89.61	89.12	89.52	88.85	89.82	87.74	89.28	88.12	89.68	87.57	88.10	88.39	89.23	88.29	87.84	87.57	88.26	88.95
232	372	32	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	85.24	87.80	85.86	85.35	85.94	88.30	86.68	88.63	87.43	88.64	86.44	88.95	87.98	88.43	89.20	89.80	86.77	88.41	88.05	88.11	89.00	88.22	87.52	88.83	89.63	86.55
233	372	32	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	86.79	87.18	87.44	88.61	87.31	88.53	88.43	88.00	89.47	87.36	87.46	89.68	87.11	86.82	88.14	88.68	88.91	89.19	87.56	87.18	88.00	89.16	88.68	87.29	89.41	87.28
234	372	32	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	87.96	87.95	87.99	86.98	88.46	87.79	87.02	89.44	87.66	87.28	87.97	88.94	89.63	89.48	87.51	87.14	88.48	87.86	88.15	90.15	87.54	87.64	88.76	88.19	86.93	87.66
235	372	32	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	86.44	87.95	87.99	90.37	87.57	88.63	89.69	88.91	88.93	88.69	88.65	88.25	88.70	90.15	89.78	89.74	89.43	88.24	89.46	89.51	88.40	89.10	89.50	86.92	89.67	89.14
252	372	32	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	85.84	86.07	86.93	89.26	87.39	87.84	87.41	89.84	88.74	87.16	89.11	89.30	88.09	89.45	86.76	89.03	88.44	89.15	90.23	88.82	88.96	89.53	88.87	87.93	89.21	88.52
253	372	32	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	86.56	89.09	88.87	86.43	88.56	88.12	89.20	88.79	88.31	87.03	88.13	89.29	88.03	88.80	88.79	89.72	88.47	87.36	89.22	90.66	86.61	88.34	88.78	87.81	88.80	88.47
254	372	32	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	88.46	86.11	87.73	87.30	88.46	88.72	87.89	87.98	87.67	87.67	89.51	89.84	89.22	86.37	88.97	88.87	87.49	88.04	86.81	87.60	88.33	89.21	87.42	88.61	86.80	86.69
255	372	32	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	86.07	87.44	85.19	88.77	88.12	86.63	87.78	88.69	88.12	88.85	88.61	88.77	88.58	89.13	88.79	88.51	88.21	88.21	89.70	88.39	87.46	88.73	87.21	89.75	88.62	87.71
272	372	32	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	86.85	87.64	88.90	87.48	87.03	87.46	87.58	88.50	88.62	89.14	89.50	88.21	88.51	87.37	89.21	88.51	87.99	88.61	88.72	88.36	88.76	87.43	84.11	89.12	88.77	86.82
273	372	32	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	85.15	87.31	88.55	87.32	88.51	88.33	87.98	89.45	88.42	86.67	89.54	88.77	89.03	88.59	85.93	89.37	89.34	88.28	88.92	87.23	86.02	89.37	87.78	86.66	88.04	88.15
274	372	32	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	87.29	86.35	87.44	88.59	87.98	88.41	87.71	89.85	89.04	88.40	89.20	89.38	86.97	88.34	88.81	89.01	87.51	85.78	87.94	87.71	88.91	89.48	87.28	88.72	87.65	88.71
275	372	32	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	86.01	88.21	85.56	89.03	87.50	88.18	88.30	88.40	87.61	87.98	88.67	88.54	89.11	87.52	86.59	87.78	86.49	89.12	87.38	88.82	88.08	88.03	86.76	88.19	88.03	88.31
292	372	32	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	87.34	88.42	87.36	87.44	89.27	88.44	86.11	88.83	90.37	88.62	89.73	89.88	85.24	87.72	88.34	88.87	87.65	86.93	88.02	88.45	88.90	87.22	88.10	87.64	80.18	87.47
293	372	32	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	87.08	89.67	86.99	87.35	86.85	88.92	88.79	87.61	87.63	87.49	86.70	88.44	88.44	87.48	89.44	88.44	88.22	88.41	87.67	88.06	87.20	89.67	88.03	88.02	87.80	88.83
294	372	32	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	87.06	89.18	87.29	88.85	86.50	86.48	88.23	88.43	89.51	88.69	87.38	90.39	90.68	89.59	89.05	87.56	88.00	87.64	88.99	88.26	88.63	88.20	86.87	87.31	89.19	87.62
295	372	32	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	86.52	87.85	88.33	88.06	87.33	87.61	87.34	88.52	89.63	87.69	88.02	88.49	88.13	88.36	88.62	89.07	88.71	87.81	87.34	88.27	88.50	88.98	88.15	88.03	88.68	87.83
312	372	32	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	87.33	89.78	88.48	87.69	87.56	89.58	87.97	87.80	86.52	88.01	89.74	89.74	89.62	89.68	88.28	89.04	86.97	89.78	87.77	89.57	89.57	89.05	86.57	88.36	89.00	89.28
313	372	32	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	86.05	87.74	88.49	87.43	87.63	90.41	87.31	88.15	88.24	88.90	89.03	90.03	88.63	87.59	88.47	90.37	87.90	88.68	90.72	90.98	87.65	88.24	89.06	89.20	89.08	89.09
314	372	32	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	88.04	86.87	88.23	86.74	87.88	88.85	89.48	87.91	88.62	88.30	90.15	88.50	88.63	89.18	89.00	89.79	91.24	88.37	88.11	88.14	89.68	87.81	89.94	88.70	88.39	73.75
315	372	32	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	88.28	87.77	86.53	89.66	85.69	89.33	87.97	89.00	88.38	90.15	89.88	89.77	86.78	89.42	89.16	89.86	87.11	89.18	90.81	88.49	87.50	90.41	74.11	70.22	88.89	88.39
332	372	32	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	85.64	87.36	89.31	87.01	86.75	88.81	87.24	88.53	87.74	88.08	89.45	90.77	90.36	89.00	90.77	88.92	88.12	89.50	88.41	91.52	88.36	88.71	74.73	89.30	88.98	75.87
333	372	32	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	87.20	86.82	88.29	88.49	88.04	90.27	89.04	89.19	88.72	87.65	90.39	91.06	88.75	88.35	88.57	87.83	89.11	91.08	88.71	91.71	76.73	90.02	88.57	89.23	90.12	89.83
334	372	32	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	86.89	90.08	87.00	89.22	87.81	88.93	89.35	88.96	87.21	87.78	87.64	89.92	89.11	88.27	88.04	88.43	87.50	88.62	88.95	89.42	89.22	89.82	86.97	89.79	89.02	89.58
335	372	32	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	87.66	88.66	87.42	86.36	89.35	88.23	88.41	88.69	88.15	89.51	88.55	89.55	88.98	89.19	87.20	87.72	88.29	88.84	89.78	90.24	89.18	88.41	89.39	89.11	87.20	88.42
352	372	32	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	87.23	87.96	87.39	87.75	86.72	89.04	87.80	88.11	88.34	88.71	90.25	90.08	87.14	88.67	89.26	87.82	87.51	88.84	87.52	87.75	89.81	87.38	88.96	87.92	78.94	90.13
353	372	32	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	88.24	86.78	87.15	87.78	87.58	87.66	88.77	87.64	87.59	88.72	91.78	90.05	87.55	86.71	89.43	87.42	87.08	88.56	89.16	90.60	88.71	89.36	87.97	87.69	88.89	89.16
354	372	32	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	88.32	86.84	87.83	88.35	75.00	88.62	88.11	88.90	89.33	87.65	89.95	91.79	88.59	88.32	87.77	89.14	88.12	89.23	90.51	89.16	86.22	88.38	90.07	87.98	89.45	88.21
355	372	32	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	88.28	87.92	88.12	87.25	88.03	90.01	88.29	88.72	88.48	87.57	88.99	90.98	89.20	86.85	89.91	86.18	89.09	87.79	89.03	89.57	91.80	88.53	88.30	89.35	89.23	88.32
372	372	32	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	89.38	90.02	89.67	89.47	88.93	91.25	90.09	90.61	89.26	89.92	90.80	90.39	90.38	90.21	90.48	87.24	89.70	89.49	90.89	90.88	87.29	91.39	91.10	88.50	88.75	87.89
373	372	32	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	90.61	89.45	89.66	89.40	88.24	89.20	90.12	89.74	90.15	88.59	89.70	89.73	89.39	89.56	89.88	89.71	90.76	89.25	90.60	90.60	90.69	89.69	90.17	89.02	90.31	88.15
374	372	32	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	89.83	90.11	90.63	90.50	88.51	90.94	90.51	89.24	89.84	89.52	91.25	90.05	89.58	90.39	90.53	91.30	90.19	88.97	89.78	91.02	89.98	88.33	89.15	89.90	90.74	88.05
375	372	32	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	89.44	90.34	90.25	89.50	90.05	91.07	89.24	88.37	89.74	90.31	90.62	88.79	90.74	89.99	88.31	89.78	87.35	89.06	88.81	90.34	88.62	89.92	90.38	88.51	89.18	89.03
392	372	32	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	87.94	89.78	90.21	88.72	90.50	90.49	90.26	89.11	89.03	90.25	90.13	90.24	88.97	90.05	89.14	90.25	89.72	89.70	89.30	90.50	90.15	90.66	88.69	89.03	88.73	88.51
393	372	32	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	90.05	89.33	89.99	88.65	89.50	89.47	89.55	89.49	89.68	88.12	90.66	92.12	89.96	88.60	89.55	90.19	88.40	89.78	91.11	90.83	89.72	89.89	90.21	89.27	91.49	89.28
394	372	32	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	89.62	89.60	89.64	89.23	90.38	89.72	89.21	89.84	89.39	90.60	89.84	90.89	90.96	89.71	89.35	89.49	89.42	88.87	88.69	89.95	90.39	90.65	88.84	90.24	88.77	89.02
395	372	32	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	88.23	90.78	88.77	89.19	90.96	90.14	88.87	91.68	87.77	89.70	90.82	90.00	89.90	90.28	88.73	88.78	89.95	88.76	90.04	90.86	88.73	89.09	90.04	87.42	90.13	88.86
412	372	32	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	89.43	89.67	89.03	89.89	89.25	88.95	88.39	89.67	90.08	90.53	90.78	89.98	90.32	89.92	89.84	90.50	89.45	88.79	90.33	90.65	89.61	89.42	88.83	90.11	88.63	89.67
413	372	32	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	89.53	89.67	89.37	88.95	88.84	90.33	89.05	88.99	88.36	89.66	89.40	90.78	89.63	88.50	89.73	90.30	88.33	88.90	90.82	89.54	87.96	90.11	89.39	90.85	91.37	89.37
414	372	32	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	89.47	90.52	88.59	90.01	90.42	88.91	89.11	89.42	88.62	89.23	90.57	90.01	90.13	90.55	89.47	89.79	90.07	88.97	90.44	90.46	90.01	89.67	88.59	90.99	89.89	89.95
415	372	32	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	88.62	90.28	89.67	88.85	87.69	90.45	89.70	91.10	88.64	89.91	90.58	90.54	88.84	88.84	88.54	89.93	89.52	91.89	90.23	90.92	90.27	91.62	89.63	89.37	89.93	89.42
432	372	32	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	90.23	88.91	87.91	89.91	89.26	89.46	88.70	90.65	89.37	88.73	90.39	90.17	88.21	88.70	90.36	89.40	90.41	88.88	89.51	90.21	89.24	89.33	89.21	90.30	89.79	88.13
433	372	32	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	90.09	90.80	88.91	88.76	87.95	89.01	89.52	89.00	88.56	89.13	90.02	91.27	88.12	89.49	89.31	90.11	89.06	90.13	90.83	89.06	89.61	88.91	88.51	88.96	88.65	88.68
434	372	32	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	89.39	89.63	89.05	88.57	88.31	90.51	89.70	90.48	90.72	89.17	90.12	89.89	88.24	90.11	89.43	88.86	89.97	88.98	89.91	91.34	88.79	90.47	89.68	88.27	88.54	88.93
435	372	32	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	87.81	89.55	89.02	89.76	90.09	89.91	89.16	89.79	89.73	89.61	90.12	90.53	90.02	89.73	88.44	89.46	88.98	90.20	88.57	89.11	89.21	90.07	88.61	89.58	88.61	90.39
452	372	32	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	88.53	90.00	89.39	88.75	87.69	89.27	87.97	89.08	88.29	89.47	89.19	90.14	90.15	89.76	89.76	88.19	89.31	89.41	89.76	91.00	90.36	88.30	87.49	89.47	89.31	88.05
453	372	32	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	91.28	89.66	89.01	89.57	87.65	89.76	88.61	88.50	90.13	90.25	90.16	89.92	88.62	89.56	88.86	89.77	90.56	89.79	89.67	89.93	89.29	90.40	89.06	88.15	88.95	87.85
454	372	32	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	89.24	89.53	88.95	89.72	89.94	88.88	91.76	89.67	90.23	88.79	90.12	88.83	91.00	89.50	89.98	89.24	89.07	90.53	90.00	90.89	89.99	89.28	88.50	90.63	88.45	88.01
455	372	32	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	90.57	89.30	88.55	90.87	90.71	89.53	87.36	89.71	89.83	90.80	89.56	89.38	90.15	89.76	89.42	90.49	88.45	89.05	89.70	90.21	89.53	89.07	90.26	88.71	88.13	88.73
472	372	32	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	89.27	89.12	86.62	89.04	88.86	89.81	86.71	88.79	88.45	88.58	90.25	90.83	88.62	88.81	88.78	90.63	89.28	89.93	90.02	90.65	87.09	87.20	87.69	89.37	88.31	88.82
473	372	32	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	88.33	88.11	88.67	89.05	88.88	88.85	88.18	89.65	88.70	89.06	89.24	89.59	88.65	89.25	90.09	89.71	89.26	88.92	90.56	89.41	89.98	89.43	87.70	88.22	88.60	89.83
474	372	32	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	89.27	90.05	89.26	90.37	90.38	89.81	88.25	87.88	88.21	88.12	89.96	89.45	90.18	88.90	90.09	88.93	89.25	88.97	89.03	88.76	90.28	90.37	89.65	87.44	88.76	89.33
475	372	32	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	89.22	88.87	87.93	89.70	87.57	89.56	88.17	88.50	88.78	89.47	88.89	89.47	88.10	88.99	88.99	88.25	89.04	88.65	88.89	89.92	89.12	89.18	88.18	88.61	88.89	89.05
492	372	32	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	89.61	89.43	90.06	88.98	89.16	88.05	89.82	89.05	89.16	88.65	90.41	89.69	90.50	89.46	89.45	89.12	90.29	90.03	89.29	89.22	89.21	89.88	89.88	89.01	88.61	86.96
493	372	32	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	89.22	90.26	89.44	90.07	88.85	89.92	89.98	89.41	88.70	89.74	90.59	88.80	89.16	90.09	89.48	89.53	91.31	90.60	89.66	89.95	91.14	88.07	88.22	89.85	89.60	89.79
494	372	32	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	88.81	89.98	89.75	90.52	90.81	90.01	88.90	89.79	89.39	89.16	88.64	90.57	88.43	90.57	90.50	89.66	90.00	89.46	90.08	89.53	88.70	89.32	89.82	90.44	90.36	89.80
495	372	32	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	88.23	90.59	88.36	89.86	90.46	89.55	88.20	89.39	89.20	89.10	88.61	89.95	89.60	88.07	90.59	89.49	88.11	90.00	89.75	90.05	88.76	90.10	88.77	89.38	88.53	88.37
512	372	32	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	87.94	91.29	89.72	90.91	89.40	88.61	90.06	89.23	88.84	89.76	89.71	90.09	89.65	90.37	88.90	88.37	89.20	88.64	89.46	89.82	90.65	90.34	88.77	89.09	89.62	88.65
513	372	32	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	88.52	88.70	88.16	89.21	88.66	90.93	89.75	90.39	88.68	88.93	89.36	90.87	88.82	90.58	88.59	90.40	89.32	91.23	90.01	90.23	91.36	89.50	88.77	90.00	88.81	89.51
514	372	32	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	89.94	90.01	88.70	89.46	88.29	90.21	87.11	90.31	88.46	89.39	88.65	91.75	91.96	88.18	91.42	89.71	91.30	90.26	91.04	91.24	88.22	78.16	88.60	88.51	89.85	90.14
515	372	32	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	88.37	89.97	89.57	88.21	90.19	91.02	89.44	89.40	90.08	89.48	89.89	91.98	89.57	89.01	88.63	89.08	89.38	90.66	90.36	91.89	90.68	89.45	87.78	88.94	89.56	88.29
532	372	32	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	89.10	89.46	90.30	88.05	89.07	88.53	89.08	89.65	88.92	89.98	90.98	89.94	85.56	90.57	91.10	90.54	88.67	89.87	90.80	91.22	89.44	89.66	86.45	88.99	89.50	88.80
533	372	32	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	88.26	90.04	89.79	90.36	89.04	90.54	90.65	89.24	88.76	89.26	88.52	91.48	89.28	88.06	89.15	89.37	91.34	90.46	89.52	88.97	88.61	90.36	89.09	90.14	88.14	87.47
534	372	32	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	89.29	89.06	89.52	89.94	87.75	89.31	89.97	88.93	89.94	90.16	90.32	91.02	87.90	90.43	89.87	89.55	89.44	89.95	88.70	90.84	89.79	89.92	87.45	89.79	89.90	90.79
535	372	32	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	88.59	89.95	89.02	87.86	89.06	89.66	88.37	89.82	89.10	89.54	88.40	89.71	89.68	90.53	76.58	89.83	90.87	90.34	91.04	91.98	89.45	84.01	87.63	89.73	88.97	89.89
552	372	32	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	91.26	90.57	90.39	90.41	87.78	89.70	89.23	90.62	89.48	89.54	90.40	91.52	88.69	89.65	89.74	89.42	90.34	89.73	90.73	91.23	90.27	90.64	88.92	90.91	89.66	88.19
553	372	32	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	89.50	89.91	89.43	90.31	88.57	90.04	90.05	89.33	89.29	91.56	90.15	89.97	89.95	89.86	89.44	89.29	89.90	89.83	89.67	90.29	88.52	89.92	90.34	89.61	89.38	88.91
554	372	32	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	89.58	90.89	90.01	89.80	89.58	89.65	89.26	89.53	88.36	88.80	90.84	89.31	89.82	88.76	90.34	89.23	89.86	89.44	89.93	90.13	89.26	89.71	89.16	89.73	87.21	89.55
555	372	32	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	89.39	89.94	88.61	89.74	89.53	90.27	89.40	88.95	89.34	88.49	90.63	89.41	90.34	89.08	89.40	90.63	90.09	90.17	90.53	90.98	89.42	90.46	89.42	88.38	88.95	88.10
572	372	32	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	87.65	88.79	89.27	88.78	89.95	88.64	88.26	89.07	90.08	91.17	90.48	90.40	90.94	90.22	90.09	88.93	89.15	88.87	91.04	90.15	87.81	90.00	88.90	89.83	91.05	90.59
573	372	32	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	88.25	87.88	90.53	89.20	88.78	90.64	88.34	88.44	89.25	89.30	90.56	90.66	89.59	89.46	90.40	90.07	89.17	90.04	90.00	89.56	87.37	90.93	89.36	88.74	90.90	91.39
574	372	32	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	88.80	90.39	89.45	89.48	90.12	89.81	89.88	90.22	90.07	90.04	89.86	90.98	90.13	91.29	89.21	90.00	89.58	90.51	90.20	90.67	88.94	90.61	87.88	89.48	88.71	88.68
575	372	32	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	89.05	90.18	90.61	90.09	90.14	89.98	90.84	90.18	88.71	89.35	90.80	91.07	90.10	89.75	90.40	90.26	89.70	89.23	90.58	90.61	90.69	89.59	88.18	89.56	90.81	88.74
592	372	32	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	89.86	88.38	90.61	89.66	89.31	90.22	90.30	90.84	88.69	90.01	90.89	90.40	90.47	90.14	89.57	89.04	88.33	89.68	90.17	89.70	87.85	90.85	89.26	90.48	91.34	89.54
593	372	32	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	88.91	90.62	88.60	90.31	89.13	89.05	87.41	89.38	89.45	87.65	89.65	91.34	88.56	89.43	88.98	89.29	89.93	88.59	90.31	89.53	89.66	90.52	88.17	89.62	89.12	88.82
594	372	32	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	89.14	90.32	89.36	90.13	90.32	91.03	87.89	90.89	89.37	88.79	90.47	90.05	90.23	88.82	89.89	88.58	89.67	90.15	89.67	89.66	89.57	90.20	90.30	88.96	88.86	88.82
595	372	32	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	90.02	89.65	88.09	89.71	91.04	89.88	90.93	89.67	90.29	88.97	91.18	89.84	90.45	88.76	89.28	88.84	90.61	91.06	90.17	91.05	89.91	89.99	90.09	89.66	89.14	90.62
612	372	32	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	88.51	90.13	89.37	89.85	87.27	90.51	87.44	90.36	88.06	89.71	89.74	90.00	89.61	89.34	88.57	90.26	89.53	90.34	89.29	89.77	88.96	90.94	89.84	88.47	89.60	88.50
613	372	32	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	88.14	89.59	88.22	90.63	89.27	88.22	89.08	90.60	89.24	89.79	90.16	89.58	89.08	88.32	89.87	89.32	91.20	89.66	88.50	91.19	90.01	89.60	89.93	87.87	89.22	88.17
614	372	32	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	88.32	89.59	87.42	90.46	88.87	89.31	88.92	88.87	88.56	88.92	89.35	90.60	90.09	89.04	90.76	89.64	90.10	89.36	90.37	90.69	90.38	88.65	89.41	89.41	88.46	87.58
615	372	32	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	88.69	89.66	89.71	89.12	89.19	89.93	89.83	89.34	88.89	88.37	89.36	89.24	88.76	90.45	89.35	90.13	89.68	88.74	90.51	89.33	88.34	90.40	89.71	89.35	87.90	87.25
632	372	32	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	88.97	89.65	88.92	90.38	89.63	90.43	88.18	88.73	89.21	89.20	89.39	90.07	89.51	88.42	89.46	89.87	89.35	89.76	89.16	87.98	89.44	89.97	86.90	89.09	89.38	88.56
633	372	32	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	88.72	88.21	89.49	88.35	88.56	89.36	87.66	89.61	87.62	89.68	89.25	89.96	88.10	89.12	89.99	89.52	89.39	90.62	90.06	89.69	88.71	89.13	88.22	90.53	87.60	88.80
634	372	32	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	87.37	89.38	89.36	88.89	89.37	89.06	90.03	89.41	88.89	88.61	89.89	90.99	88.23	89.69	89.78	88.61	90.04	89.27	90.37	89.13	89.34	89.47	88.32	88.46	88.57	88.39
635	372	32	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	88.99	89.42	88.34	89.45	87.63	89.23	89.47	89.55	89.23	89.94	89.20	89.37	89.22	89.07	89.71	89.24	89.67	90.34	89.79	88.67	88.73	89.28	88.41	88.61	89.51	90.25
652	372	32	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	88.35	89.76	89.69	89.87	89.30	89.69	88.10	89.26	88.86	88.20	88.97	88.39	89.84	89.20	90.32	90.21	88.87	89.50	88.31	90.11	88.04	88.47	89.11	87.80	89.06	88.56
653	372	32	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	87.20	89.13	87.91	89.24	89.25	88.53	89.00	89.46	89.25	88.04	89.37	89.92	89.77	89.84	90.42	88.24	89.68	89.44	87.61	88.78	87.88	89.51	88.66	87.50	89.65	89.31
654	372	32	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	88.76	90.87	88.90	89.43	88.30	89.28	89.07	89.49	89.62	89.58	90.79	90.42	90.68	89.51	90.99	88.81	90.44	89.16	89.83	88.84	88.09	88.74	89.22	89.22	89.00	89.03
655	372	32	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	86.45	89.65	89.43	89.35	89.46	89.42	87.39	89.55	87.63	90.16	89.76	90.06	90.31	89.30	89.83	89.46	88.84	89.78	89.78	88.44	88.10	89.61	87.59	89.00	89.23	88.85
672	372	32	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	89.83	90.79	88.76	88.87	88.71	89.47	87.88	89.00	89.50	91.53	90.22	90.75	87.96	89.28	89.68	88.55	90.34	90.07	90.34	91.19	90.36	89.72	87.74	89.79	88.56	89.23
673	372	32	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	89.28	89.43	89.86	89.37	88.00	90.03	89.68	90.88	88.28	88.86	89.52	89.82	89.11	89.88	88.77	90.14	90.75	90.06	88.73	90.29	88.57	89.21	88.57	87.79	88.75	89.51
674	372	32	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	89.28	90.34	89.76	90.15	89.46	89.27	88.33	89.24	90.25	89.39	88.46	90.00	89.75	88.77	90.32	90.30	88.74	88.89	89.91	89.35	88.14	90.49	90.02	90.43	89.85	90.01
675	372	32	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	89.34	88.96	88.49	89.94	88.62	91.84	88.84	91.73	89.38	90.73	89.57	90.57	87.64	89.94	91.16	90.79	90.09	89.49	90.60	92.52	88.70	89.92	89.81	89.42	89.28	90.94
692	372	32	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	87.78	90.36	88.55	90.47	90.66	90.46	90.18	90.48	91.05	88.92	90.67	89.84	88.44	88.92	90.59	90.94	90.79	89.46	88.96	91.53	88.98	90.46	89.19	76.39	89.68	88.22
693	372	32	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	87.67	89.22	89.55	89.25	88.64	90.04	88.82	89.97	88.91	91.12	88.22	89.26	89.48	90.95	90.22	91.02	90.35	90.51	89.22	90.82	89.81	89.26	88.89	91.81	88.37	89.12
694	372	32	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	89.44	90.07	89.12	89.15	88.81	89.80	88.51	89.45	89.29	90.46	89.60	90.99	92.23	89.57	91.05	90.61	89.74	89.27	89.60	89.59	89.28	89.83	89.08	86.28	89.26	87.76
695	372	32	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	88.43	90.00	89.46	89.48	90.13	89.88	88.53	89.44	88.43	90.65	87.98	89.61	89.63	89.74	90.59	89.89	90.25	90.14	91.76	91.01	86.88	89.87	91.03	89.31	88.58	89.78
712	372	32	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	88.23	88.58	88.81	90.29	89.91	90.32	89.48	90.01	89.06	77.45	90.36	89.11	90.38	88.39	89.31	89.01	90.73	89.28	88.96	88.45	89.53	77.75	76.49	89.44	88.78	90.31
713	372	32	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	88.77	90.13	87.69	90.81	89.45	90.24	89.04	76.59	90.23	89.09	89.27	89.78	88.53	88.51	90.36	90.53	90.76	90.76	89.47	91.70	88.59	89.74	88.68	89.39	89.18	89.87
714	372	32	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	89.09	88.78	88.17	90.84	89.01	88.62	90.27	89.71	89.77	90.58	89.58	90.66	91.98	89.02	88.93	89.69	89.29	88.53	89.24	91.41	89.73	75.93	88.89	88.72	90.00	89.42
715	372	32	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	88.85	90.51	90.32	87.58	89.39	90.50	87.92	91.09	89.63	89.33	90.07	89.62	91.10	87.91	88.72	89.32	90.56	90.57	90.55	88.18	90.51	89.76	90.74	87.58	90.33	89.60

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
12	372	32	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	49.17	91.57	90.93	91.02	92.06	90.81	91.60	92.54	90.35	89.32	92.62	91.72	93.25	93.11	92.33	92.81	93.04	90.28	91.56	92.59	94.66	84.55	91.93	92.30	93.48	93.35
13	372	32	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	92.51	93.19	92.33	92.11	91.71	92.60	93.22	93.30	91.73	92.17	93.53	92.72	93.63	95.08	92.68	92.84	92.59	93.68	92.15	91.29	95.06	94.29	93.51	92.36	92.02	93.15
14	372	32	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	92.80	93.83	91.79	93.98	92.18	93.03	49.17	92.95	94.57	91.90	92.18	91.42	92.47	92.11	92.57	92.82	90.40	93.04	92.71	92.97	92.64	93.58	94.19	94.31	93.34	92.98
15	372	32	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	92.45	92.09	91.33	94.23	91.84	90.61	92.42	90.49	91.27	91.95	92.66	92.42	92.22	93.72	90.64	92.19	93.36	91.90	92.20	92.14	93.39	93.12	92.87	92.32	92.15	92.92
32	372	32	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	92.35	90.84	92.88	92.10	82.21	89.96	92.69	94.35	92.14	91.64	91.91	91.28	90.88	93.07	92.73	92.89	91.14	92.21	92.96	92.49	92.96	92.83	92.30	92.73	93.23	93.31
33	372	32	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	92.06	92.79	92.84	92.75	93.55	91.35	93.09	92.90	92.54	92.61	92.87	92.44	93.06	93.43	89.80	91.50	93.77	93.00	93.12	91.96	92.82	93.00	93.26	93.60	94.37	93.21
34	372	32	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	92.64	93.50	91.98	91.34	91.91	91.32	93.00	93.19	92.73	92.01	91.25	92.62	92.56	92.06	93.66	94.28	93.74	91.76	92.33	91.39	92.44	92.35	94.30	92.64	93.10	92.64
35	372	32	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	93.16	92.61	93.75	93.05	92.67	92.07	91.73	92.87	93.49	93.24	92.05	91.71	91.64	92.85	91.33	94.09	93.38	91.10	92.22	92.43	92.58	94.55	94.17	92.53	92.90	94.36
52	372	32	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	91.25	92.80	92.99	93.33	91.72	88.76	90.50	91.98	92.87	91.34	92.46	90.87	92.94	92.38	93.50	93.92	93.45	93.87	91.77	91.70	92.95	93.83	92.62	93.43	92.51	93.34
53	372	32	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	92.95	93.27	93.28	94.04	93.58	90.18	91.25	95.53	95.01	92.33	93.41	92.77	93.32	94.31	92.34	92.29	49.17	92.22	92.90	93.05	94.24	94.20	92.59	92.17	93.90	91.59
54	372	32	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	91.28	92.03	92.65	91.65	92.66	90.27	93.40	92.69	91.13	91.26	89.97	91.96	92.33	91.44	91.77	91.70	92.25	92.36	91.20	93.58	94.24	92.65	92.90	92.21	92.48	92.73
55	372	32	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	93.00	93.89	93.29	91.97	91.25	92.25	94.85	92.22	93.21	94.58	93.56	92.57	94.87	92.88	92.92	92.67	92.73	92.68	93.99	92.49	93.65	94.26	93.48	93.78	92.99	91.60
72	372	32	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	92.33	92.13	92.40	92.11	92.19	92.23	91.58	93.41	90.98	89.32	92.67	91.26	91.16	92.08	93.25	93.80	92.10	94.19	94.02	93.70	94.24	93.84	93.44	90.58	93.62	92.87
73	372	32	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	92.67	92.93	92.01	92.25	92.39	90.74	92.59	91.56	94.86	91.44	90.56	92.42	92.50	91.11	91.93	93.57	93.18	93.61	92.22	92.73	93.04	93.09	90.06	92.50	91.49	92.26
74	372	32	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	94.27	91.46	93.39	93.10	92.41	92.10	92.69	91.32	92.48	90.28	91.55	90.75	93.16	90.70	90.27	91.72	93.28	91.26	92.39	92.43	93.06	91.81	92.49	92.18	92.32	91.12
75	372	32	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	93.28	91.77	93.53	91.44	92.80	49.17	90.62	93.52	93.71	92.23	91.23	92.13	92.86	93.21	91.71	92.78	92.97	92.30	91.58	91.63	93.71	94.11	95.29	91.98	91.23	91.34
92	372	32	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	92.96	91.06	93.02	92.65	93.39	91.60	91.11	92.76	91.83	92.54	92.80	91.22	93.85	93.92	91.97	93.65	91.73	94.79	90.98	91.41	93.83	93.32	92.10	91.46	92.99	90.84
93	372	32	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	93.05	91.12	93.51	92.14	93.26	90.30	93.04	92.86	93.72	92.94	93.53	91.21	93.27	90.81	91.68	93.97	94.46	90.61	91.07	91.46	93.68	93.06	93.26	92.91	92.50	91.32
94	372	32	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	93.74	92.23	91.96	92.34	94.33	91.53	89.91	91.54	93.94	93.93	94.06	92.05	93.12	92.51	92.99	93.61	92.43	93.24	92.37	92.55	93.10	93.01	92.26	94.08	93.04	92.18
95	372	32	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	93.14	93.20	92.81	92.77	92.55	92.24	91.96	92.06	91.30	92.37	91.57	91.36	94.63	91.39	93.58	92.42	92.59	91.39	91.29	93.32	92.70	93.00	93.54	92.72	92.96	93.98
112	372	32	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	91.56	92.79	91.20	93.30	93.88	92.10	90.35	93.02	93.32	93.55	91.68	93.47	91.85	92.32	91.87	92.36	93.29	92.71	93.22	93.00	92.10	91.86	92.27	90.69	91.96	92.35
113	372	32	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	91.46	92.71	91.72	93.54	94.42	91.53	92.33	94.24	93.09	91.30	92.31	92.56	93.89	93.68	92.24	92.74	93.61	92.94	92.17	93.63	93.73	92.34	93.20	92.68	91.62	92.67
114	372	32	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	92.85	92.95	94.20	91.41	93.42	92.53	93.01	91.40	93.97	92.73	91.15	91.23	93.73	92.31	92.28	92.65	91.96	91.71	94.21	92.61	92.36	94.28	93.22	92.88	92.26	92.88
115	372	32	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	92.95	91.61	92.24	92.88	94.10	91.19	93.62	91.88	91.57	92.98	92.43	92.73	92.83	94.38	91.31	94.37	94.82	92.44	92.75	93.26	92.97	92.95	93.11	92.84	92.93	93.16
132	372	32	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	90.71	89.88	92.90	92.35	92.29	91.06	92.60	91.56	90.99	92.59	92.90	93.18	93.97	92.97	91.68	91.62	95.01	92.93	94.42	92.97	92.89	91.68	93.90	91.58	93.77	89.84
133	372	32	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	93.02	92.59	92.30	91.14	92.20	91.65	90.47	93.42	92.01	92.35	91.37	91.10	93.62	91.71	91.69	92.17	91.58	91.86	92.58	92.26	88.87	94.15	93.15	49.17	93.68	90.60
134	372	32	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	91.62	93.00	93.33	90.78	93.67	92.62	92.83	93.55	93.11	93.13	92.46	92.91	94.02	91.94	90.65	91.70	93.06	92.18	93.49	91.98	93.90	92.72	93.04	74.00	95.88	93.07
135	372	32	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	94.49	92.87	93.04	92.87	94.39	90.37	92.14	92.39	92.03	92.53	92.59	90.96	92.49	91.66	92.04	94.42	91.34	90.78	91.52	91.94	93.23	94.63	92.67	93.21	93.49	93.99
152	372	32	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	93.47	92.28	91.23	92.29	92.73	91.09	92.26	94.01	92.92	94.49	91.52	91.08	93.27	92.16	92.66	92.82	93.91	91.27	92.59	93.46	94.07	93.97	94.54	78.62	92.86	75.28
153	372	32	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	94.75	91.80	91.53	92.77	92.68	92.57	92.90	92.40	93.88	92.87	92.96	91.09	93.61	92.92	49.17	92.13	93.03	93.50	93.74	89.83	93.15	91.05	92.97	93.14	92.74	93.69
154	372	32	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	92.00	91.88	91.91	92.36	94.53	91.88	92.11	92.33	93.30	93.48	93.30	91.72	93.11	92.92	92.76	92.35	92.16	92.85	94.45	93.89	91.09	94.24	94.38	93.14	93.57	93.69
155	372	32	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	91.66	92.14	91.70	92.30	92.36	91.07	93.35	90.86	93.34	92.55	94.08	91.31	92.88	93.80	92.15	93.30	94.34	93.90	90.50	92.58	93.68	93.80	94.00	92.22	93.10	92.77
172	372	32	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	91.02	92.10	90.58	93.19	91.57	92.60	91.82	92.47	94.24	91.13	92.12	91.85	94.51	92.48	92.38	92.73	92.15	92.91	92.56	90.50	93.50	94.12	90.54	90.41	93.98	93.08
173	372	32	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	92.85	92.29	90.35	92.03	93.25	92.20	91.41	91.75	90.81	94.46	92.11	91.00	93.70	92.04	92.34	92.54	92.82	92.62	92.99	91.51	93.79	94.67	94.47	94.64	92.53	92.98
174	372	32	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	91.73	91.94	94.58	93.56	93.18	90.62	92.65	49.17	91.38	93.64	91.82	91.85	92.66	92.60	90.64	93.19	92.54	90.64	91.14	92.66	94.85	77.73	95.08	94.21	91.89	92.06
175	372	32	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	93.53	89.99	91.22	92.25	91.32	90.29	91.71	91.05	93.23	92.76	93.27	91.83	92.98	93.31	90.24	91.68	92.92	94.35	92.84	91.28	93.71	95.31	92.78	74.20	92.81	91.84
192	372	32	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	92.01	94.50	92.26	93.13	92.23	92.12	91.65	92.87	90.79	92.16	93.11	90.25	90.99	92.33	92.02	91.10	94.37	91.20	92.61	92.75	92.17	92.90	93.35	93.03	91.75	93.16
193	372	32	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	91.77	92.23	93.73	93.01	92.98	92.34	92.17	92.26	93.18	90.39	93.32	93.14	91.77	91.98	92.00	93.39	91.48	92.23	91.40	93.90	94.31	92.47	94.58	93.22	93.04	93.50
194	372	32	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	93.93	91.23	91.89	92.52	91.65	92.02	89.93	92.84	92.55	89.95	93.15	93.28	92.17	91.13	91.78	91.62	93.37	89.20	91.36	92.17	93.58	94.10	91.76	91.94	91.99	92.67
195	372	32	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	91.94	92.51	93.29	90.66	93.50	90.98	90.83	93.07	92.79	91.95	91.05	92.62	93.85	92.28	91.28	92.55	93.06	91.03	92.50	91.65	94.31	93.52	92.85	93.09	92.97	93.52
212	372	32	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	89.03	92.72	91.05	93.07	89.00	91.56	90.50	91.00	93.07	91.86	91.54	91.07	92.34	93.68	92.67	92.43	91.75	93.81	93.56	92.19	92.34	93.90	93.58	92.27	91.23	86.22
213	372	32	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	93.21	91.62	92.87	93.76	91.39	91.41	92.85	92.65	94.46	93.22	91.63	92.85	92.90	93.85	93.24	93.36	91.44	92.61	93.13	91.18	93.86	92.64	93.17	91.99	92.56	91.84
214	372	32	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	94.70	92.22	94.22	91.30	92.49	90.73	91.97	92.14	90.14	93.24	92.00	92.15	91.87	91.55	90.99	91.73	92.90	91.58	91.58	92.53	94.20	93.05	90.84	91.37	92.47	91.61
215	372	32	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	92.27	92.46	92.78	91.45	90.87	91.63	92.34	94.31	93.98	94.06	93.77	91.26	92.58	90.77	93.28	93.73	92.53	91.54	92.27	94.04	94.42	92.88	93.58	92.16	93.58	93.25
232	372	32	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	90.07	92.54	93.01	91.06	91.01	91.58	92.33	93.35	92.88	92.74	91.92	91.51	93.99	92.22	91.96	93.11	94.22	93.59	93.27	92.72	94.75	92.18	93.20	93.31	93.62	90.75
233	372	32	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	93.42	92.31	91.74	93.87	93.37	92.58	92.54	91.26	93.43	94.89	91.96	92.03	92.27	91.20	90.42	92.47	92.19	91.82	91.35	92.72	93.74	93.94	94.04	92.74	93.66	92.15
234	372	32	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	93.72	92.86	95.32	91.68	92.92	90.77	92.48	92.61	92.44	92.10	89.75	91.95	93.24	93.55	93.25	94.93	92.89	91.55	91.94	92.97	93.89	92.54	94.48	92.87	92.02	91.89
235	372	32	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	92.13	91.40	91.02	94.01	93.42	90.13	94.29	93.25	90.34	92.70	93.77	90.72	94.67	93.01	92.79	93.97	91.85	93.32	93.47	94.34	94.74	93.11	93.77	90.55	93.46	93.51
252	372	32	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	92.14	91.92	92.36	92.49	94.30	91.22	91.37	93.35	92.28	93.72	93.44	91.53	93.03	94.11	91.29	91.80	92.42	93.44	92.83	91.67	92.81	92.97	94.53	92.47	93.55	92.45
253	372	32	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	92.92	92.80	93.77	91.18	94.07	90.56	93.16	91.95	92.43	93.82	92.37	91.58	92.00	94.48	92.89	95.43	92.54	91.59	92.26	91.06	92.20	92.31	93.66	92.23	93.13	93.61
254	372	32	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	92.84	91.38	94.79	92.56	91.87	90.39	90.95	92.66	92.15	91.71	92.13	91.84	92.27	92.18	93.62	91.83	93.97	90.87	90.38	89.32	94.59	92.50	93.48	92.93	92.68	91.86
255	372	32	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	92.00	91.50	91.44	93.78	92.16	90.93	93.27	91.25	93.09	92.95	92.80	91.38	92.78	93.38	92.55	93.06	93.01	93.58	93.13	92.01	94.14	94.97	93.10	93.38	92.05	92.69
272	372	32	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	91.29	93.15	92.16	91.20	92.89	91.25	94.05	92.36	92.74	92.90	92.29	91.44	92.78	92.37	92.77	93.60	91.71	91.44	91.99	93.26	94.60	93.82	87.23	92.03	93.52	92.58
273	372	32	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	92.24	92.52	93.75	90.80	93.93	92.36	93.21	92.50	92.90	92.48	92.59	91.77	93.25	93.68	91.39	93.19	93.04	92.58	92.02	92.39	93.52	93.16	92.96	92.30	92.80	92.00
274	372	32	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	92.60	91.56	92.93	94.26	94.15	91.55	91.72	90.95	93.36	89.82	92.58	91.71	92.11	92.57	90.68	91.07	93.18	92.49	92.63	92.02	93.50	91.98	93.55	91.37	92.01	93.29
275	372	32	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	92.41	93.01	91.73	91.35	92.97	90.81	93.60	93.44	90.62	91.46	92.52	92.18	92.79	92.10	91.60	93.17	92.82	93.41	92.33	92.86	94.55	93.51	92.67	92.22	92.68	93.39
292	372	32	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	92.62	91.24	91.87	93.59	91.89	90.36	92.53	93.09	94.35	93.66	93.30	91.24	93.11	92.81	92.67	94.61	92.59	91.07	92.57	93.73	94.56	92.83	94.25	93.88	77.35	90.43
293	372	32	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	93.40	92.23	93.04	90.56	93.69	91.59	92.76	92.76	93.47	92.91	92.32	93.28	92.72	93.63	93.62	93.59	92.64	92.75	92.67	91.99	93.06	94.26	94.20	90.25	93.31	93.57
294	372	32	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	92.73	92.07	93.50	92.20	91.39	91.41	92.18	92.44	92.85	92.43	92.53	91.22	95.18	92.86	92.23	92.96	94.45	93.22	93.22	92.26	92.95	92.55	94.94	91.38	92.73	92.38
295	372	32	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	93.09	90.11	92.36	89.55	92.33	90.65	91.34	90.81	92.84	92.73	92.46	90.56	95.39	93.68	91.21	92.60	92.36	91.96	92.59	92.92	93.40	92.76	94.67	93.14	93.03	92.28
312	372	32	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	94.11	93.59	91.81	92.13	92.84	91.91	92.71	91.92	93.90	92.37	92.18	93.96	91.12	93.63	89.60	92.64	91.90	94.71	91.21	92.69	94.63	91.96	90.70	91.96	94.11	92.60
313	372	32	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	92.83	91.22	92.70	92.70	93.85	91.88	92.94	92.37	93.36	92.05	93.23	92.33	93.25	93.89	92.37	93.77	92.33	92.49	91.35	93.55	94.45	92.94	92.80	93.57	92.51	93.38
314	372	32	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	93.23	89.20	93.98	93.58	93.90	93.70	93.43	92.57	93.88	92.89	91.54	90.11	91.12	92.40	91.32	95.22	93.12	92.91	92.67	92.48	94.44	94.58	94.69	93.35	92.57	74.13
315	372	32	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	93.02	91.81	92.87	92.71	89.68	91.26	92.78	93.46	91.98	91.99	93.12	94.27	92.85	93.28	91.22	93.36	94.59	94.45	91.31	91.53	93.36	93.53	76.71	71.80	92.54	91.94
332	372	32	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	92.19	92.28	95.81	90.77	93.23	91.72	91.67	93.56	92.80	91.72	92.80	94.04	93.56	91.83	92.96	90.03	93.85	92.48	91.01	92.32	94.09	94.40	75.70	94.28	92.79	75.59
333	372	32	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	92.44	92.94	93.32	91.34	91.63	88.74	91.35	93.67	93.35	91.30	90.79	92.49	93.66	92.78	91.64	92.10	91.94	93.02	92.30	94.17	77.16	93.59	93.69	93.82	92.83	93.81
334	372	32	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	92.06	94.61	94.74	90.84	92.39	92.45	91.51	94.15	92.91	93.98	91.36	90.95	91.70	92.27	92.68	93.50	92.44	92.74	92.01	92.90	93.61	92.85	93.19	91.35	93.53	93.12
335	372	32	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	91.79	93.77	90.57	90.61	93.57	91.64	91.54	90.93	92.77	94.16	93.24	92.04	92.22	91.49	90.12	90.62	94.59	90.77	91.84	91.94	93.85	91.69	91.94	93.05	91.20	91.98
352	372	32	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	91.52	91.58	93.20	92.12	91.20	90.82	90.84	91.97	91.53	92.21	92.90	92.83	91.37	94.43	92.62	91.79	91.66	93.24	92.82	91.37	93.97	92.92	92.63	91.19	79.31	91.48
353	372	32	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	91.63	92.53	93.81	91.28	93.26	90.60	91.28	91.50	92.31	92.06	93.52	91.53	91.38	93.38	92.60	91.20	90.15	91.13	92.02	92.04	93.62	93.25	93.89	93.40	90.88	94.48
354	372	32	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	92.08	91.01	94.05	90.83	75.37	92.32	93.17	93.15	94.02	94.02	91.48	93.56	92.87	93.25	90.43	92.12	92.45	93.82	93.29	90.85	90.74	91.21	92.95	93.84	94.80	92.58
355	372	32	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	93.38	91.32	91.45	92.13	90.94	91.81	92.38	93.87	92.15	92.05	92.21	92.85	93.57	91.77	93.52	90.55	90.60	91.23	92.99	91.68	92.83	94.33	95.11	92.34	92.93	91.82
372	372	32	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	90.24	90.21	91.67	90.79	90.31	90.60	90.17	90.48	90.79	92.15	89.91	89.55	90.78	92.15	91.21	88.12	92.47	91.34	91.42	91.98	90.48	90.95	91.39	92.12	90.71	90.22
373	372	32	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	91.30	90.32	90.90	88.86	89.47	93.28	92.78	91.35	90.31	92.21	91.01	90.98	90.98	91.85	87.67	89.65	90.72	90.66	90.73	92.03	94.14	91.50	93.49	91.97	91.95	91.24
374	372	32	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	92.14	90.50	93.40	90.81	91.61	90.90	90.77	90.19	90.05	91.11	93.90	91.15	88.31	93.72	89.99	91.55	90.68	92.38	91.29	90.88	92.68	91.84	93.43	91.75	90.98	90.15
375	372	32	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	91.05	91.63	92.57	91.13	88.94	89.51	90.00	88.79	92.87	91.80	90.24	90.02	92.08	90.70	91.35	91.20	91.68	91.46	92.68	89.95	91.74	90.75	92.65	91.19	90.72	89.44
392	372	32	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	91.01	91.86	89.86	91.86	92.25	91.21	91.45	90.30	91.35	91.33	91.13	89.87	92.17	92.67	90.33	90.97	92.32	92.66	92.46	91.66	92.11	93.68	94.34	92.76	92.85	90.46
393	372	32	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	90.26	89.59	92.79	92.57	89.33	90.80	92.25	91.07	92.05	91.04	91.30	92.35	92.92	90.96	91.09	91.73	92.31	91.86	94.40	91.88	91.21	93.07	92.46	92.00	92.54	90.67
394	372	32	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	91.32	91.97	91.77	90.56	90.65	92.47	92.09	91.02	93.08	91.03	91.14	90.21	92.46	94.61	91.78	92.12	94.55	89.78	93.04	93.08	93.79	92.62	92.93	91.45	92.30	91.13
395	372	32	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	91.75	92.40	91.99	90.72	93.56	91.15	92.52	92.96	92.99	92.72	93.92	91.15	91.76	91.86	90.89	92.95	91.86	92.53	90.76	93.48	94.10	90.39	91.83	92.65	92.46	93.45
412	372	32	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	92.89	91.72	92.51	90.50	90.95	90.32	89.21	92.66	92.10	92.38	94.00	91.90	90.80	88.23	91.26	89.76	92.26	92.56	93.22	92.91	92.40	93.02	94.07	92.68	92.05	92.37
413	372	32	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	93.66	91.87	92.05	89.97	92.03	90.67	91.45	90.00	91.43	93.25	92.05	91.69	91.61	90.74	89.90	91.49	90.59	91.42	94.17	92.74	93.11	92.59	94.04	92.71	93.42	91.50
414	372	32	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	91.84	93.27	91.31	92.18	91.09	91.23	91.54	93.13	92.43	89.34	92.73	92.20	92.61	92.40	91.07	92.42	93.51	92.34	93.39	92.17	93.96	93.28	93.45	93.81	93.57	93.46
415	372	32	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	90.68	92.84	92.00	90.43	93.62	91.29	92.32	90.19	92.15	91.44	93.51	91.64	90.88	91.77	90.99	92.38	92.08	92.70	91.83	94.31	94.03	92.50	94.17	92.96	93.48	91.64
432	372	32	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	91.76	90.75	91.13	90.32	91.68	90.44	91.83	91.70	89.58	91.17	93.10	91.62	89.40	89.68	92.34	91.56	92.09	91.32	91.36	91.29	90.68	93.75	90.07	92.19	90.51	89.18
433	372	32	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	87.02	91.46	92.80	92.39	90.94	90.86	90.92	91.01	90.13	92.21	92.03	90.18	90.87	92.91	92.17	90.66	91.63	91.34	91.12	91.38	90.90	93.68	91.09	91.56	92.46	90.74
434	372	32	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	91.86	93.77	92.66	91.43	91.05	89.75	92.13	90.71	91.85	92.52	92.40	90.44	91.77	90.76	91.01	90.77	91.35	91.36	92.57	92.01	91.48	92.05	91.75	91.37	90.77	89.23
435	372	32	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	90.70	90.59	91.99	89.69	91.65	89.28	91.21	92.59	91.29	91.07	91.54	92.59	90.03	91.92	93.36	90.83	90.32	91.33	90.22	90.89	91.67	92.42	91.95	91.07	92.14	89.96
452	372	32	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	91.52	91.29	91.70	92.86	93.49	91.01	90.56	91.20	91.13	90.80	91.73	91.29	91.36	93.57	93.00	90.11	92.18	90.52	92.97	92.46	93.09	92.29	91.52	93.10	93.32	90.59
453	372	32	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	93.07	92.07	93.44	90.66	89.90	87.94	91.18	90.88	91.18	93.14	92.45	91.75	91.66	92.62	94.17	91.23	92.90	92.08	92.52	92.10	92.03	92.77	92.75	93.06	92.11	90.74
454	372	32	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	90.52	91.67	90.17	91.50	94.28	91.43	91.97	92.85	91.36	91.15	93.75	91.81	90.65	91.52	92.36	92.55	92.97	92.64	91.34	90.91	91.81	91.13	92.15	92.36	91.27	92.06
455	372	32	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	91.93	91.53	91.94	90.98	92.24	90.30	89.46	91.91	93.74	93.65	92.51	90.91	91.58	92.68	90.62	91.00	90.11	90.91	93.52	92.44	92.07	92.32	94.48	92.61	91.66	90.22
472	372	32	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	92.73	92.28	92.44	90.17	92.43	93.18	91.60	92.59	91.84	91.78	91.70	91.31	91.83	94.03	90.58	91.10	92.90	92.35	93.90	92.84	93.46	90.86	94.26	92.31	91.96	91.91
473	372	32	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	92.52	92.40	90.86	93.61	92.12	92.01	90.74	91.54	91.76	89.63	90.42	90.71	92.34	89.27	92.73	91.91	91.61	92.12	92.32	91.48	93.52	92.79	92.66	91.91	92.01	92.62
474	372	32	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	90.06	91.81	92.71	90.21	92.50	92.54	92.73	90.83	91.10	91.71	92.79	91.78	92.39	90.40	92.27	91.47	93.31	92.68	92.02	93.10	92.69	93.59	91.67	92.12	91.12	92.13
475	372	32	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	93.27	91.09	91.89	92.77	91.95	92.17	91.52	90.42	90.80	91.31	93.09	92.97	91.24	92.19	93.05	89.95	90.07	91.39	92.12	91.64	93.61	91.72	93.17	92.20	92.60	90.99
492	372	32	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	92.14	91.55	91.66	90.20	92.54	89.20	92.72	89.72	91.64	92.67	89.03	88.37	91.10	90.82	89.91	91.92	92.10	91.59	91.29	89.79	91.42	92.19	93.30	89.39	91.68	90.38
493	372	32	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	91.36	91.66	92.78	89.33	94.12	90.38	90.14	91.69	92.07	90.82	92.79	90.66	91.35	91.76	91.55	91.57	93.32	90.56	91.72	91.28	91.65	91.46	93.44	90.91	91.69	90.94
494	372	32	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	91.33	90.47	93.10	91.05	91.67	89.93	90.04	92.00	91.12	92.13	90.13	89.87	92.83	91.88	90.76	91.62	91.46	90.23	90.75	90.13	92.14	93.56	93.49	91.44	92.72	92.60
495	372	32	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	91.31	91.25	90.11	89.34	92.93	90.21	91.61	91.42	90.09	90.99	91.75	91.86	91.29	92.56	92.10	91.87	92.20	90.51	91.46	92.51	91.59	92.28	92.74	90.38	90.55	90.74
512	372	32	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	92.39	92.83	92.03	92.05	91.28	91.96	92.41	92.54	90.59	93.13	92.12	90.59	88.68	92.94	90.60	92.05	92.43	92.70	92.31	89.67	93.43	92.36	93.23	92.55	93.85	91.24
513	372	32	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	91.37	91.98	92.07	90.68	93.02	91.40	93.06	90.56	90.72	92.74	91.65	89.09	93.69	92.56	92.11	92.91	92.17	90.70	90.82	90.94	93.45	92.70	92.96	91.44	91.63	92.10
514	372	32	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	93.25	92.65	90.92	90.21	91.52	92.89	91.36	93.31	92.77	91.70	92.53	91.83	93.22	91.77	93.50	92.37	92.51	93.18	91.71	92.53	91.63	76.36	93.17	92.70	95.06	93.28
515	372	32	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	93.28	92.23	91.59	90.12	90.87	91.07	91.85	93.02	90.51	91.39	91.21	94.47	92.52	91.55	91.21	93.75	92.22	92.18	93.03	92.08	94.39	92.69	90.20	91.72	93.22	92.69
532	372	32	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	90.40	91.85	94.24	90.50	93.88	90.27	91.98	92.79	91.73	93.61	92.34	91.64	90.88	93.21	93.06	92.04	92.36	91.50	93.55	92.24	92.88	92.71	92.18	92.38	92.42	92.45
533	372	32	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	91.09	92.39	93.61	91.02	89.42	92.30	91.72	93.67	92.16	91.90	92.59	92.29	91.30	91.49	90.75	92.83	92.38	92.48	92.85	90.82	93.87	93.97	94.87	92.91	92.02	91.09
534	372	32	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	90.65	91.31	93.31	91.46	91.42	90.80	91.78	90.43	92.87	93.17	92.21	93.05	92.75	92.71	93.99	91.71	88.70	92.24	89.53	92.49	92.51	93.31	92.46	92.95	92.46	91.94
535	372	32	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	92.74	92.42	90.95	90.80	91.83	92.85	90.41	88.87	92.09	92.69	91.78	90.42	92.95	93.84	77.25	91.46	92.65	92.30	93.27	94.43	92.80	83.95	91.85	93.04	93.09	92.19
552	372	32	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	91.22	90.97	92.69	92.62	91.48	91.31	91.37	90.38	89.74	91.21	92.61	93.07	92.16	90.24	91.19	92.81	94.01	91.80	92.01	89.61	93.01	91.08	93.30	92.44	91.83	92.67
553	372	32	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	91.91	91.22	91.06	92.13	90.02	91.11	90.39	91.66	93.72	93.48	92.70	89.86	90.06	91.68	91.52	91.12	93.08	92.61	91.06	91.49	92.69	90.95	91.58	93.09	91.24	91.10
554	372	32	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	90.59	93.60	90.33	90.65	91.47	91.51	91.23	89.91	87.98	90.58	92.99	89.02	91.37	91.84	91.71	89.50	91.94	90.26	91.26	92.33	93.75	92.27	93.11	91.89	92.23	90.51
555	372	32	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	91.01	91.96	90.09	88.79	92.91	89.51	89.04	91.05	89.78	91.10	93.18	91.93	88.70	89.41	90.16	90.03	90.99	90.46	91.12	91.13	92.20	91.50	91.36	90.15	90.05	89.84
572	372	32	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	91.66	89.69	90.85	91.81	93.74	89.59	91.70	91.00	91.59	92.31	92.92	91.21	91.34	92.91	90.89	93.35	91.98	91.38	91.03	93.50	91.41	93.41	93.16	92.14	93.61	93.09
573	372	32	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	90.06	92.24	94.39	91.47	91.33	90.51	91.42	91.48	91.01	94.07	93.15	89.31	92.30	90.41	91.40	90.85	93.07	92.71	92.95	91.91	90.82	92.53	91.65	92.04	92.74	92.85
574	372	32	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	89.42	92.43	92.28	92.55	92.90	90.10	93.09	90.29	93.35	92.80	90.76	91.39	91.53	94.81	90.79	92.65	93.65	92.26	90.71	91.53	90.74	92.82	92.75	92.32	91.27	92.22
575	372	32	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	93.05	92.00	90.32	90.68	93.15	92.38	93.68	92.49	91.42	91.31	92.37	90.92	92.87	93.29	93.49	90.46	92.67	92.40	92.12	92.58	92.53	93.37	92.87	91.21	91.83	90.34
592	372	32	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	90.74	91.55	92.21	92.04	92.12	91.34	90.91	93.62	91.92	93.44	92.69	91.68	92.79	92.96	91.96	91.22	89.73	91.26	93.43	93.54	93.25	91.44	93.65	94.17	92.23	91.93
593	372	32	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	92.24	91.99	91.06	94.07	92.14	92.65	92.85	92.94	93.06	92.30	93.22	92.35	92.13	92.67	90.67	92.96	93.18	92.39	92.24	92.80	92.34	93.33	93.16	94.01	93.22	90.42
594	372	32	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	89.91	92.55	93.31	90.89	92.72	92.15	90.60	89.27	92.14	93.29	93.90	91.05	91.67	90.92	90.10	91.42	93.44	91.86	91.85	90.66	94.03	91.77	94.69	92.61	93.31	93.31
595	372	32	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	92.28	91.87	93.31	91.46	92.57	90.24	92.37	91.85	92.84	91.31	93.64	90.92	93.88	90.34	92.29	92.18	91.34	92.78	92.18	89.82	93.81	91.71	94.10	93.18	93.25	92.62
612	372	32	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	90.94	91.45	90.27	91.79	91.75	91.10	91.21	90.93	91.52	91.47	91.94	90.89	91.51	91.24	91.73	90.25	91.55	91.75	91.87	90.61	92.39	90.62	91.89	92.19	89.82	90.44
613	372	32	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	90.25	91.88	88.94	89.72	91.20	90.66	91.33	91.89	91.19	90.80	93.95	89.41	92.10	91.41	90.04	91.20	93.90	89.59	91.89	92.77	92.90	91.31	93.46	89.37	92.07	88.89
614	372	32	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	90.00	92.36	90.69	89.13	92.47	88.59	91.86	91.25	89.90	90.59	91.86	89.62	91.78	91.33	90.48	91.61	91.87	92.39	89.49	91.43	92.20	89.64	91.53	90.55	91.17	89.03
615	372	32	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	89.73	90.92	92.76	89.25	91.76	89.29	90.75	89.69	90.36	90.75	92.42	91.06	90.75	91.23	91.52	90.31	92.54	93.68	90.98	90.61	92.74	90.93	91.87	91.84	90.92	88.92
632	372	32	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	93.29	92.16	93.62	92.36	91.75	92.21	91.32	90.17	92.28	92.01	93.27	89.15	91.97	90.61	90.81	92.17	93.42	93.40	92.06	91.07	93.30	91.99	90.42	91.82	91.56	91.20
633	372	32	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	91.52	91.53	93.09	90.38	92.62	92.25	89.13	90.51	92.19	91.32	92.34	90.96	89.78	92.16	89.82	92.07	93.55	91.70	92.29	92.59	91.54	92.77	92.49	92.97	91.99	90.85
634	372	32	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	90.87	92.46	92.98	91.46	90.87	91.87	91.66	91.26	93.13	92.55	90.86	91.80	92.15	92.44	89.74	91.63	92.00	91.04	93.91	92.00	92.63	91.46	92.36	90.99	92.12	88.95
635	372	32	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	91.70	93.43	91.48	90.08	90.89	91.05	93.50	92.85	91.13	89.71	92.61	90.37	88.91	91.91	92.53	92.91	93.02	93.53	93.21	91.22	93.17	91.64	92.98	90.15	93.16	91.36
652	372	32	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	91.44	94.15	92.51	93.27	91.20	90.27	90.96	90.71	90.81	90.58	90.16	91.38	92.37	92.37	91.23	93.98	92.88	93.71	91.68	90.98	92.87	93.05	92.60	92.54	92.85	91.51
653	372	32	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	92.88	92.81	92.89	91.72	92.93	92.23	94.82	90.59	92.33	91.65	92.24	92.64	92.56	92.22	93.11	91.52	94.44	92.75	92.20	92.01	92.39	93.30	93.34	91.65	92.15	92.20
654	372	32	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	91.37	90.60	92.81	90.34	93.22	90.55	91.54	92.25	90.70	93.57	91.28	90.24	93.08	93.55	92.50	90.61	91.85	91.91	92.79	91.69	93.22	92.20	93.32	91.89	92.97	91.19
655	372	32	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	92.60	90.91	92.99	92.78	92.67	91.04	90.95	91.09	92.39	92.93	92.79	92.17	92.81	92.37	94.08	93.48	92.51	91.68	94.11	92.75	92.67	93.42	93.91	91.98	92.51	92.27
672	372	32	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	92.24	92.38	91.77	90.23	92.16	89.54	91.03	91.73	91.36	93.16	91.46	89.96	89.46	90.95	92.99	89.44	90.54	91.91	92.54	92.28	92.92	91.49	90.36	91.03	90.90	90.04
673	372	32	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	92.46	90.50	92.80	91.82	92.50	90.80	90.88	89.21	89.87	93.27	91.83	90.38	91.98	91.94	90.71	92.76	92.67	91.30	90.33	91.00	91.89	91.16	91.44	90.63	90.48	92.88
674	372	32	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	91.46	90.93	93.07	91.45	90.50	91.87	89.48	91.02	90.26	90.17	91.60	91.51	91.28	90.32	92.12	89.14	91.97	89.64	91.58	91.76	91.28	91.55	92.41	91.99	91.91	91.53
675	372	32	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	91.40	90.87	92.39	92.71	93.13	90.40	90.30	92.82	92.43	92.37	92.04	90.77	92.24	93.44	92.88	93.70	92.01	91.91	92.05	93.78	90.80	92.10	90.95	92.38	92.82	90.76
692	372	32	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	91.36	92.11	91.53	92.89	93.33	91.08	92.52	93.40	92.27	92.17	92.36	91.38	89.76	92.23	93.11	92.44	90.64	92.03	92.99	92.30	92.38	94.01	93.31	76.66	92.37	90.53
693	372	32	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	91.01	92.37	92.41	92.23	91.67	91.30	93.26	92.63	90.53	94.10	89.28	91.31	91.90	93.13	93.82	91.57	92.31	92.46	90.98	91.27	93.05	92.59	91.72	93.39	90.81	91.75
694	372	32	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	94.09	91.57	93.03	90.28	90.93	91.70	88.27	92.78	90.64	92.77	91.21	89.68	92.85	91.04	94.40	92.49	89.64	91.99	93.12	91.18	94.00	94.01	93.58	90.79	93.18	89.27
695	372	32	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	91.34	90.69	92.90	91.54	93.00	90.33	92.54	93.35	91.07	93.49	91.57	91.33	92.78	93.44	92.24	92.18	92.58	93.03	93.04	91.83	89.79	93.14	92.54	90.71	92.78	91.72
712	372	32	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	92.49	91.43	92.94	91.83	94.82	91.15	91.83	92.97	92.11	73.98	91.51	89.71	92.56	90.88	92.72	92.81	91.60	90.38	90.94	92.06	93.86	78.09	76.90	93.68	92.50	92.32
713	372	32	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	91.96	92.31	94.70	91.60	94.84	90.39	92.21	72.27	92.86	92.68	90.35	89.91	90.99	92.73	93.44	92.51	93.44	93.33	91.62	92.50	93.10	92.66	92.09	92.04	92.18	91.03
714	372	32	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	93.68	93.15	92.95	91.99	94.11	92.73	92.79	90.94	92.66	92.61	89.65	89.60	92.03	92.45	93.59	93.66	94.41	92.20	92.74	92.44	91.00	72.86	93.79	92.92	92.07	91.57
715	372	32	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	92.07	91.95	92.61	89.74	92.22	92.27	92.78	93.39	91.86	92.32	92.99	91.61	92.25	93.63	90.06	89.85	92.65	92.72	94.25	88.83	92.69	93.09	93.04	92.47	91.78	92.50

The global mean maximum row:

	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26	average_map
575	89.05	90.18	90.61	90.09	90.14	89.98	90.84	90.18	88.71	89.35	90.80	91.07	90.10	89.75	90.40	90.26	89.70	89.23	90.58	90.61	90.69	89.59	88.18	89.56	90.81	88.74	89.969231
552	91.26	90.57	90.39	90.41	87.78	89.70	89.23	90.62	89.48	89.54	90.40	91.52	88.69	89.65	89.74	89.42	90.34	89.73	90.73	91.23	90.27	90.64	88.92	90.91	89.66	88.19	89.962308
595	90.02	89.65	88.09	89.71	91.04	89.88	90.93	89.67	90.29	88.97	91.18	89.84	90.45	88.76	89.28	88.84	90.61	91.06	90.17	91.05	89.91	89.99	90.09	89.66	89.14	90.62	89.957692
374	89.83	90.11	90.63	90.50	88.51	90.94	90.51	89.24	89.84	89.52	91.25	90.05	89.58	90.39	90.53	91.30	90.19	88.97	89.78	91.02	89.98	88.33	89.15	89.90	90.74	88.05	89.955385
675	89.34	88.96	88.49	89.94	88.62	91.84	88.84	91.73	89.38	90.73	89.57	90.57	87.64	89.94	91.16	90.79	90.09	89.49	90.60	92.52	88.70	89.92	89.81	89.42	89.28	90.94	89.935000
592	89.86	88.38	90.61	89.66	89.31	90.22	90.30	90.84	88.69	90.01	90.89	90.40	90.47	90.14	89.57	89.04	88.33	89.68	90.17	89.70	87.85	90.85	89.26	90.48	91.34	89.54	89.830385
574	88.80	90.39	89.45	89.48	90.12	89.81	89.88	90.22	90.07	90.04	89.86	90.98	90.13	91.29	89.21	90.00	89.58	90.51	90.20	90.67	88.94	90.61	87.88	89.48	88.71	88.68	89.807308
415	88.62	90.28	89.67	88.85	87.69	90.45	89.70	91.10	88.64	89.91	90.58	90.54	88.84	88.84	88.54	89.93	89.52	91.89	90.23	90.92	90.27	91.62	89.63	89.37	89.93	89.42	89.806923
393	90.05	89.33	89.99	88.65	89.50	89.47	89.55	89.49	89.68	88.12	90.66	92.12	89.96	88.60	89.55	90.19	88.40	89.78	91.11	90.83	89.72	89.89	90.21	89.27	91.49	89.28	89.803462
372	89.38	90.02	89.67	89.47	88.93	91.25	90.09	90.61	89.26	89.92	90.80	90.39	90.38	90.21	90.48	87.24	89.70	89.49	90.89	90.88	87.29	91.39	91.10	88.50	88.75	87.89	89.768462

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code

pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
552	372	32	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	91.26	90.57	90.39	90.41	87.78	89.70	89.23	90.62	89.48	89.54	90.40	91.52	88.69	89.65	89.74	89.42	90.34	89.73	90.73	91.23	90.27	90.64	88.92	90.91	89.66	88.19
675	372	32	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	89.34	88.96	88.49	89.94	88.62	91.84	88.84	91.73	89.38	90.73	89.57	90.57	87.64	89.94	91.16	90.79	90.09	89.49	90.60	92.52	88.70	89.92	89.81	89.42	89.28	90.94
372	372	32	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	89.38	90.02	89.67	89.47	88.93	91.25	90.09	90.61	89.26	89.92	90.80	90.39	90.38	90.21	90.48	87.24	89.70	89.49	90.89	90.88	87.29	91.39	91.10	88.50	88.75	87.89
373	372	32	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	90.61	89.45	89.66	89.40	88.24	89.20	90.12	89.74	90.15	88.59	89.70	89.73	89.39	89.56	89.88	89.71	90.76	89.25	90.60	90.60	90.69	89.69	90.17	89.02	90.31	88.15
374	372	32	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	89.83	90.11	90.63	90.50	88.51	90.94	90.51	89.24	89.84	89.52	91.25	90.05	89.58	90.39	90.53	91.30	90.19	88.97	89.78	91.02	89.98	88.33	89.15	89.90	90.74	88.05
494	372	32	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	88.81	89.98	89.75	90.52	90.81	90.01	88.90	89.79	89.39	89.16	88.64	90.57	88.43	90.57	90.50	89.66	90.00	89.46	90.08	89.53	88.70	89.32	89.82	90.44	90.36	89.80
572	372	32	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	87.65	88.79	89.27	88.78	89.95	88.64	88.26	89.07	90.08	91.17	90.48	90.40	90.94	90.22	90.09	88.93	89.15	88.87	91.04	90.15	87.81	90.00	88.90	89.83	91.05	90.59
573	372	32	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	88.25	87.88	90.53	89.20	88.78	90.64	88.34	88.44	89.25	89.30	90.56	90.66	89.59	89.46	90.40	90.07	89.17	90.04	90.00	89.56	87.37	90.93	89.36	88.74	90.90	91.39
574	372	32	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	88.80	90.39	89.45	89.48	90.12	89.81	89.88	90.22	90.07	90.04	89.86	90.98	90.13	91.29	89.21	90.00	89.58	90.51	90.20	90.67	88.94	90.61	87.88	89.48	88.71	88.68
575	372	32	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	89.05	90.18	90.61	90.09	90.14	89.98	90.84	90.18	88.71	89.35	90.80	91.07	90.10	89.75	90.40	90.26	89.70	89.23	90.58	90.61	90.69	89.59	88.18	89.56	90.81	88.74
692	372	32	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	87.78	90.36	88.55	90.47	90.66	90.46	90.18	90.48	91.05	88.92	90.67	89.84	88.44	88.92	90.59	90.94	90.79	89.46	88.96	91.53	88.98	90.46	89.19	76.39	89.68	88.22
693	372	32	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	87.67	89.22	89.55	89.25	88.64	90.04	88.82	89.97	88.91	91.12	88.22	89.26	89.48	90.95	90.22	91.02	90.35	90.51	89.22	90.82	89.81	89.26	88.89	91.81	88.37	89.12
695	372	32	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	88.43	90.00	89.46	89.48	90.13	89.88	88.53	89.44	88.43	90.65	87.98	89.61	89.63	89.74	90.59	89.89	90.25	90.14	91.76	91.01	86.88	89.87	91.03	89.31	88.58	89.78
392	372	32	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	87.94	89.78	90.21	88.72	90.50	90.49	90.26	89.11	89.03	90.25	90.13	90.24	88.97	90.05	89.14	90.25	89.72	89.70	89.30	90.50	90.15	90.66	88.69	89.03	88.73	88.51
393	372	32	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	90.05	89.33	89.99	88.65	89.50	89.47	89.55	89.49	89.68	88.12	90.66	92.12	89.96	88.60	89.55	90.19	88.40	89.78	91.11	90.83	89.72	89.89	90.21	89.27	91.49	89.28
394	372	32	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	89.62	89.60	89.64	89.23	90.38	89.72	89.21	89.84	89.39	90.60	89.84	90.89	90.96	89.71	89.35	89.49	89.42	88.87	88.69	89.95	90.39	90.65	88.84	90.24	88.77	89.02
395	372	32	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	88.23	90.78	88.77	89.19	90.96	90.14	88.87	91.68	87.77	89.70	90.82	90.00	89.90	90.28	88.73	88.78	89.95	88.76	90.04	90.86	88.73	89.09	90.04	87.42	90.13	88.86
454	372	32	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	89.24	89.53	88.95	89.72	89.94	88.88	91.76	89.67	90.23	88.79	90.12	88.83	91.00	89.50	89.98	89.24	89.07	90.53	90.00	90.89	89.99	89.28	88.50	90.63	88.45	88.01
514	372	32	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	89.94	90.01	88.70	89.46	88.29	90.21	87.11	90.31	88.46	89.39	88.65	91.75	91.96	88.18	91.42	89.71	91.30	90.26	91.04	91.24	88.22	78.16	88.60	88.51	89.85	90.14
592	372	32	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	89.86	88.38	90.61	89.66	89.31	90.22	90.30	90.84	88.69	90.01	90.89	90.40	90.47	90.14	89.57	89.04	88.33	89.68	90.17	89.70	87.85	90.85	89.26	90.48	91.34	89.54
594	372	32	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	89.14	90.32	89.36	90.13	90.32	91.03	87.89	90.89	89.37	88.79	90.47	90.05	90.23	88.82	89.89	88.58	89.67	90.15	89.67	89.66	89.57	90.20	90.30	88.96	88.86	88.82
595	372	32	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	90.02	89.65	88.09	89.71	91.04	89.88	90.93	89.67	90.29	88.97	91.18	89.84	90.45	88.76	89.28	88.84	90.61	91.06	90.17	91.05	89.91	89.99	90.09	89.66	89.14	90.62
715	372	32	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	88.85	90.51	90.32	87.58	89.39	90.50	87.92	91.09	89.63	89.33	90.07	89.62	91.10	87.91	88.72	89.32	90.56	90.57	90.55	88.18	90.51	89.76	90.74	87.58	90.33	89.60
414	372	32	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	89.47	90.52	88.59	90.01	90.42	88.91	89.11	89.42	88.62	89.23	90.57	90.01	90.13	90.55	89.47	89.79	90.07	88.97	90.44	90.46	90.01	89.67	88.59	90.99	89.89	89.95
415	372	32	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	88.62	90.28	89.67	88.85	87.69	90.45	89.70	91.10	88.64	89.91	90.58	90.54	88.84	88.84	88.54	89.93	89.52	91.89	90.23	90.92	90.27	91.62	89.63	89.37	89.93	89.42

Size of the All data:  (144, 29)
Size of the Sig data:  (25, 34)

Code

dt_mw11 = dt_mw[list(dt_mw.columns[dt_mw.columns.str.startswith('mAP_valid')])]
# Apply the function row-wise
dt_mw11['max_map'] = dt_mw11.apply(np.max, axis=1)
dt_mw11 = dt_mw11.sort_values(by = ['max_map'],ascending=False)

html_table = dt_mw11.to_html(index=True)


# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26	max_map
675	89.34	88.96	88.49	89.94	88.62	91.84	88.84	91.73	89.38	90.73	89.57	90.57	87.64	89.94	91.16	90.79	90.09	89.49	90.60	92.52	88.70	89.92	89.81	89.42	89.28	90.94	92.52
393	90.05	89.33	89.99	88.65	89.50	89.47	89.55	89.49	89.68	88.12	90.66	92.12	89.96	88.60	89.55	90.19	88.40	89.78	91.11	90.83	89.72	89.89	90.21	89.27	91.49	89.28	92.12
514	89.94	90.01	88.70	89.46	88.29	90.21	87.11	90.31	88.46	89.39	88.65	91.75	91.96	88.18	91.42	89.71	91.30	90.26	91.04	91.24	88.22	78.16	88.60	88.51	89.85	90.14	91.96
415	88.62	90.28	89.67	88.85	87.69	90.45	89.70	91.10	88.64	89.91	90.58	90.54	88.84	88.84	88.54	89.93	89.52	91.89	90.23	90.92	90.27	91.62	89.63	89.37	89.93	89.42	91.89
693	87.67	89.22	89.55	89.25	88.64	90.04	88.82	89.97	88.91	91.12	88.22	89.26	89.48	90.95	90.22	91.02	90.35	90.51	89.22	90.82	89.81	89.26	88.89	91.81	88.37	89.12	91.81
454	89.24	89.53	88.95	89.72	89.94	88.88	91.76	89.67	90.23	88.79	90.12	88.83	91.00	89.50	89.98	89.24	89.07	90.53	90.00	90.89	89.99	89.28	88.50	90.63	88.45	88.01	91.76
695	88.43	90.00	89.46	89.48	90.13	89.88	88.53	89.44	88.43	90.65	87.98	89.61	89.63	89.74	90.59	89.89	90.25	90.14	91.76	91.01	86.88	89.87	91.03	89.31	88.58	89.78	91.76
395	88.23	90.78	88.77	89.19	90.96	90.14	88.87	91.68	87.77	89.70	90.82	90.00	89.90	90.28	88.73	88.78	89.95	88.76	90.04	90.86	88.73	89.09	90.04	87.42	90.13	88.86	91.68
692	87.78	90.36	88.55	90.47	90.66	90.46	90.18	90.48	91.05	88.92	90.67	89.84	88.44	88.92	90.59	90.94	90.79	89.46	88.96	91.53	88.98	90.46	89.19	76.39	89.68	88.22	91.53
552	91.26	90.57	90.39	90.41	87.78	89.70	89.23	90.62	89.48	89.54	90.40	91.52	88.69	89.65	89.74	89.42	90.34	89.73	90.73	91.23	90.27	90.64	88.92	90.91	89.66	88.19	91.52
372	89.38	90.02	89.67	89.47	88.93	91.25	90.09	90.61	89.26	89.92	90.80	90.39	90.38	90.21	90.48	87.24	89.70	89.49	90.89	90.88	87.29	91.39	91.10	88.50	88.75	87.89	91.39
573	88.25	87.88	90.53	89.20	88.78	90.64	88.34	88.44	89.25	89.30	90.56	90.66	89.59	89.46	90.40	90.07	89.17	90.04	90.00	89.56	87.37	90.93	89.36	88.74	90.90	91.39	91.39
592	89.86	88.38	90.61	89.66	89.31	90.22	90.30	90.84	88.69	90.01	90.89	90.40	90.47	90.14	89.57	89.04	88.33	89.68	90.17	89.70	87.85	90.85	89.26	90.48	91.34	89.54	91.34
374	89.83	90.11	90.63	90.50	88.51	90.94	90.51	89.24	89.84	89.52	91.25	90.05	89.58	90.39	90.53	91.30	90.19	88.97	89.78	91.02	89.98	88.33	89.15	89.90	90.74	88.05	91.30
574	88.80	90.39	89.45	89.48	90.12	89.81	89.88	90.22	90.07	90.04	89.86	90.98	90.13	91.29	89.21	90.00	89.58	90.51	90.20	90.67	88.94	90.61	87.88	89.48	88.71	88.68	91.29
595	90.02	89.65	88.09	89.71	91.04	89.88	90.93	89.67	90.29	88.97	91.18	89.84	90.45	88.76	89.28	88.84	90.61	91.06	90.17	91.05	89.91	89.99	90.09	89.66	89.14	90.62	91.18
572	87.65	88.79	89.27	88.78	89.95	88.64	88.26	89.07	90.08	91.17	90.48	90.40	90.94	90.22	90.09	88.93	89.15	88.87	91.04	90.15	87.81	90.00	88.90	89.83	91.05	90.59	91.17
715	88.85	90.51	90.32	87.58	89.39	90.50	87.92	91.09	89.63	89.33	90.07	89.62	91.10	87.91	88.72	89.32	90.56	90.57	90.55	88.18	90.51	89.76	90.74	87.58	90.33	89.60	91.10
575	89.05	90.18	90.61	90.09	90.14	89.98	90.84	90.18	88.71	89.35	90.80	91.07	90.10	89.75	90.40	90.26	89.70	89.23	90.58	90.61	90.69	89.59	88.18	89.56	90.81	88.74	91.07
594	89.14	90.32	89.36	90.13	90.32	91.03	87.89	90.89	89.37	88.79	90.47	90.05	90.23	88.82	89.89	88.58	89.67	90.15	89.67	89.66	89.57	90.20	90.30	88.96	88.86	88.82	91.03
414	89.47	90.52	88.59	90.01	90.42	88.91	89.11	89.42	88.62	89.23	90.57	90.01	90.13	90.55	89.47	89.79	90.07	88.97	90.44	90.46	90.01	89.67	88.59	90.99	89.89	89.95	90.99
394	89.62	89.60	89.64	89.23	90.38	89.72	89.21	89.84	89.39	90.60	89.84	90.89	90.96	89.71	89.35	89.49	89.42	88.87	88.69	89.95	90.39	90.65	88.84	90.24	88.77	89.02	90.96
494	88.81	89.98	89.75	90.52	90.81	90.01	88.90	89.79	89.39	89.16	88.64	90.57	88.43	90.57	90.50	89.66	90.00	89.46	90.08	89.53	88.70	89.32	89.82	90.44	90.36	89.80	90.81
373	90.61	89.45	89.66	89.40	88.24	89.20	90.12	89.74	90.15	88.59	89.70	89.73	89.39	89.56	89.88	89.71	90.76	89.25	90.60	90.60	90.69	89.69	90.17	89.02	90.31	88.15	90.76
392	87.94	89.78	90.21	88.72	90.50	90.49	90.26	89.11	89.03	90.25	90.13	90.24	88.97	90.05	89.14	90.25	89.72	89.70	89.30	90.50	90.15	90.66	88.69	89.03	88.73	88.51	90.66

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
1	372	32	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	91.22	90.97	92.69	92.62	91.48	91.31	91.37	90.38	89.74	91.21	92.61	93.07	92.16	90.24	91.19	92.81	94.01	91.80	92.01	89.61	93.01	91.08	93.30	92.44	91.83	92.67
4	372	32	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	91.40	90.87	92.39	92.71	93.13	90.40	90.30	92.82	92.43	92.37	92.04	90.77	92.24	93.44	92.88	93.70	92.01	91.91	92.05	93.78	90.80	92.10	90.95	92.38	92.82	90.76
9	372	32	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	90.24	90.21	91.67	90.79	90.31	90.60	90.17	90.48	90.79	92.15	89.91	89.55	90.78	92.15	91.21	88.12	92.47	91.34	91.42	91.98	90.48	90.95	91.39	92.12	90.71	90.22
12	372	32	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	91.30	90.32	90.90	88.86	89.47	93.28	92.78	91.35	90.31	92.21	91.01	90.98	90.98	91.85	87.67	89.65	90.72	90.66	90.73	92.03	94.14	91.50	93.49	91.97	91.95	91.24
3	372	32	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	92.14	90.50	93.40	90.81	91.61	90.90	90.77	90.19	90.05	91.11	93.90	91.15	88.31	93.72	89.99	91.55	90.68	92.38	91.29	90.88	92.68	91.84	93.43	91.75	90.98	90.15
11	372	32	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	91.33	90.47	93.10	91.05	91.67	89.93	90.04	92.00	91.12	92.13	90.13	89.87	92.83	91.88	90.76	91.62	91.46	90.23	90.75	90.13	92.14	93.56	93.49	91.44	92.72	92.60
19	372	32	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	91.66	89.69	90.85	91.81	93.74	89.59	91.70	91.00	91.59	92.31	92.92	91.21	91.34	92.91	90.89	93.35	91.98	91.38	91.03	93.50	91.41	93.41	93.16	92.14	93.61	93.09
21	372	32	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	90.06	92.24	94.39	91.47	91.33	90.51	91.42	91.48	91.01	94.07	93.15	89.31	92.30	90.41	91.40	90.85	93.07	92.71	92.95	91.91	90.82	92.53	91.65	92.04	92.74	92.85
6	372	32	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	89.42	92.43	92.28	92.55	92.90	90.10	93.09	90.29	93.35	92.80	90.76	91.39	91.53	94.81	90.79	92.65	93.65	92.26	90.71	91.53	90.74	92.82	92.75	92.32	91.27	92.22
0	372	32	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	93.05	92.00	90.32	90.68	93.15	92.38	93.68	92.49	91.42	91.31	92.37	90.92	92.87	93.29	93.49	90.46	92.67	92.40	92.12	92.58	92.53	93.37	92.87	91.21	91.83	90.34
23	372	32	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	91.36	92.11	91.53	92.89	93.33	91.08	92.52	93.40	92.27	92.17	92.36	91.38	89.76	92.23	93.11	92.44	90.64	92.03	92.99	92.30	92.38	94.01	93.31	76.66	92.37	90.53
16	372	32	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	91.01	92.37	92.41	92.23	91.67	91.30	93.26	92.63	90.53	94.10	89.28	91.31	91.90	93.13	93.82	91.57	92.31	92.46	90.98	91.27	93.05	92.59	91.72	93.39	90.81	91.75
17	372	32	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	91.34	90.69	92.90	91.54	93.00	90.33	92.54	93.35	91.07	93.49	91.57	91.33	92.78	93.44	92.24	92.18	92.58	93.03	93.04	91.83	89.79	93.14	92.54	90.71	92.78	91.72
20	372	32	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	91.01	91.86	89.86	91.86	92.25	91.21	91.45	90.30	91.35	91.33	91.13	89.87	92.17	92.67	90.33	90.97	92.32	92.66	92.46	91.66	92.11	93.68	94.34	92.76	92.85	90.46
8	372	32	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	90.26	89.59	92.79	92.57	89.33	90.80	92.25	91.07	92.05	91.04	91.30	92.35	92.92	90.96	91.09	91.73	92.31	91.86	94.40	91.88	91.21	93.07	92.46	92.00	92.54	90.67
13	372	32	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	91.32	91.97	91.77	90.56	90.65	92.47	92.09	91.02	93.08	91.03	91.14	90.21	92.46	94.61	91.78	92.12	94.55	89.78	93.04	93.08	93.79	92.62	92.93	91.45	92.30	91.13
22	372	32	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	91.75	92.40	91.99	90.72	93.56	91.15	92.52	92.96	92.99	92.72	93.92	91.15	91.76	91.86	90.89	92.95	91.86	92.53	90.76	93.48	94.10	90.39	91.83	92.65	92.46	93.45
15	372	32	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	90.52	91.67	90.17	91.50	94.28	91.43	91.97	92.85	91.36	91.15	93.75	91.81	90.65	91.52	92.36	92.55	92.97	92.64	91.34	90.91	91.81	91.13	92.15	92.36	91.27	92.06
24	372	32	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	93.25	92.65	90.92	90.21	91.52	92.89	91.36	93.31	92.77	91.70	92.53	91.83	93.22	91.77	93.50	92.37	92.51	93.18	91.71	92.53	91.63	76.36	93.17	92.70	95.06	93.28
5	372	32	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	90.74	91.55	92.21	92.04	92.12	91.34	90.91	93.62	91.92	93.44	92.69	91.68	92.79	92.96	91.96	91.22	89.73	91.26	93.43	93.54	93.25	91.44	93.65	94.17	92.23	91.93
14	372	32	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	89.91	92.55	93.31	90.89	92.72	92.15	90.60	89.27	92.14	93.29	93.90	91.05	91.67	90.92	90.10	91.42	93.44	91.86	91.85	90.66	94.03	91.77	94.69	92.61	93.31	93.31
2	372	32	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	92.28	91.87	93.31	91.46	92.57	90.24	92.37	91.85	92.84	91.31	93.64	90.92	93.88	90.34	92.29	92.18	91.34	92.78	92.18	89.82	93.81	91.71	94.10	93.18	93.25	92.62
18	372	32	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	92.07	91.95	92.61	89.74	92.22	92.27	92.78	93.39	91.86	92.32	92.99	91.61	92.25	93.63	90.06	89.85	92.65	92.72	94.25	88.83	92.69	93.09	93.04	92.47	91.78	92.50
10	372	32	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	91.84	93.27	91.31	92.18	91.09	91.23	91.54	93.13	92.43	89.34	92.73	92.20	92.61	92.40	91.07	92.42	93.51	92.34	93.39	92.17	93.96	93.28	93.45	93.81	93.57	93.46
7	372	32	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	90.68	92.84	92.00	90.43	93.62	91.29	92.32	90.19	92.15	91.44	93.51	91.64	90.88	91.77	90.99	92.38	92.08	92.70	91.83	94.31	94.03	92.50	94.17	92.96	93.48	91.64

Size of the test data:  (25, 34)

Average & Std Deviation of the Significant rows:

	mean	std
mAP_valid_abs_values_20	90.5748	0.835634
mAP_valid_abs_values_12	90.3576	0.758745
mAP_valid_abs_values_19	90.2340	0.713372
mAP_valid_abs_values_11	90.1164	0.892295
mAP_valid_abs_values_8	90.1056	0.829920
mAP_valid_abs_values_6	90.0916	0.751585
mAP_valid_abs_values_15	89.8972	0.746718
mAP_valid_abs_values_17	89.8676	0.713765
mAP_valid_abs_values_13	89.8556	0.994280
mAP_valid_abs_values_18	89.8148	0.759968
mAP_valid_abs_values_2	89.7840	0.718256
mAP_valid_abs_values_25	89.7644	0.964776
mAP_valid_abs_values_16	89.6956	0.880545
mAP_valid_abs_values_14	89.6796	0.844854
mAP_valid_abs_values_10	89.6440	0.792964
mAP_valid_abs_values_22	89.5932	2.497460
mAP_valid_abs_values_5	89.5620	1.021045
mAP_valid_abs_values_3	89.5564	0.746938
mAP_valid_abs_values_4	89.5160	0.689589
mAP_valid_abs_values_23	89.4356	0.871871
mAP_valid_abs_values_7	89.4060	1.098017
mAP_valid_abs_values_9	89.3520	0.736523
mAP_valid_abs_values_21	89.2572	1.150839
mAP_valid_abs_values_26	89.2524	0.978329
mAP_valid_abs_values	89.1136	0.928793
mAP_valid_abs_values_24	89.0180	2.821059

We then apply the hyperparameters to the test set and average the results.

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_32bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)

	mean	std
mAP_test_abs_values_23	92.961200	0.949993
mAP_test_abs_values_25	92.420800	1.012632
mAP_test_abs_values_21	92.415600	1.308234
mAP_test_abs_values_14	92.356400	1.253199
mAP_test_abs_values_17	92.300800	1.128476
mAP_test_abs_values_11	92.209600	1.336536
mAP_test_abs_values_5	92.108800	1.298895
mAP_test_abs_values_19	92.108400	1.091302
mAP_test_abs_values_10	92.061600	1.100105
mAP_test_abs_values_3	92.043200	1.123635
mAP_test_abs_values_18	92.036000	0.858288
average_map	91.889846	0.365590
mAP_test_abs_values_13	91.881600	1.192297
mAP_test_abs_values_26	91.866000	1.105686
mAP_test_abs_values_20	91.848000	1.381605
mAP_test_abs_values_7	91.832000	0.994590
mAP_test_abs_values_8	91.792800	1.315087
mAP_test_abs_values_22	91.757600	3.351260
mAP_test_abs_values_24	91.747600	3.237865
mAP_test_abs_values_16	91.724400	1.247190
mAP_test_abs_values_9	91.704800	0.977868
mAP_test_abs_values_2	91.561600	1.019741
mAP_test_abs_values_15	91.434400	1.367531
mAP_test_abs_values_4	91.366800	1.011734
mAP_test_abs_values	91.246400	0.921561
mAP_test_abs_values_6	91.207200	0.939284
mAP_test_abs_values_12	91.142400	0.876196

Code

res_valid_mwu_32['id'] = res_valid_mwu_32.index.to_series().apply(extract_number)
res_test_mwu_32['id'] = res_test_mwu_32.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_32,res_test_mwu_32])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_32 = res_test_mwu_32.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_32 =  res_valid_mwu_32.reset_index(drop=True)
res_valid_mwu_32.columns = ['valid_score', 'std', 'id']
res_valid_mwu_32 = res_valid_mwu_32[['valid_score', 'id']]

res_test_mwu_32.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_32 = res_test_mwu_32[['test_score', 'id']]


result_merged_mwu_32 = pd.merge(res_valid_mwu_32,res_test_mwu_32,on='id')


result_merged_mwu_32.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_32 = result_merged_mwu_32[['id','valid_score','test_score']]

html_table = result_merged_mwu_32.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

	id	valid_score	test_score
0	20	90.5748	91.8480
1	12	90.3576	91.1424
2	19	90.2340	92.1084
3	11	90.1164	92.2096
4	8	90.1056	91.7928
5	6	90.0916	91.2072
6	15	89.8972	91.4344
7	17	89.8676	92.3008
8	13	89.8556	91.8816
9	18	89.8148	92.0360
10	2	89.7840	91.5616
11	25	89.7644	92.4208
12	16	89.6956	91.7244
13	14	89.6796	92.3564
14	10	89.6440	92.0616
15	22	89.5932	91.7576
16	5	89.5620	92.1088
17	3	89.5564	92.0432
18	4	89.5160	91.3668
19	23	89.4356	92.9612
20	7	89.4060	91.8320
21	9	89.3520	91.7048
22	21	89.2572	92.4156
23	26	89.2524	91.8660
24	1	89.1136	91.2464
25	24	89.0180	91.7476

Code

#%%

dt_valid  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")



output_size = 24

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
8	372	24	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	83.13	87.61	86.94	85.80	86.70	86.53	87.81	83.50	84.66	87.02	87.95	88.35	87.35	87.92	88.26	83.30	87.11	87.04	86.91	88.48	88.52	87.46	87.37	78.75	81.53	88.39
9	372	24	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	87.34	88.82	87.73	86.65	88.96	88.62	87.85	87.67	88.21	86.86	89.25	87.95	88.94	87.86	87.45	88.98	90.14	88.23	88.51	89.20	86.86	88.64	87.93	87.74	88.50	89.45
10	372	24	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	86.62	88.74	87.53	88.62	87.05	88.85	85.61	89.14	87.25	86.68	88.03	88.16	89.19	87.46	89.44	87.05	89.71	88.55	87.46	87.85	88.16	88.44	88.45	87.45	88.34	88.24
11	372	24	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	86.66	89.31	88.19	87.59	87.24	88.12	86.79	89.09	87.68	89.30	86.69	88.67	84.75	88.56	88.54	89.54	89.43	87.87	88.12	88.45	89.34	89.76	88.90	88.17	88.21	87.08
28	372	24	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	83.29	86.79	84.88	42.66	86.61	86.76	85.93	86.96	87.93	87.98	88.29	89.30	86.85	88.11	87.26	77.60	87.29	87.31	87.34	88.26	86.69	82.96	87.52	88.92	81.81	87.02
29	372	24	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	87.96	86.66	87.78	87.56	84.85	42.66	87.69	87.87	89.26	87.35	87.62	89.68	88.38	42.66	88.63	88.84	86.97	87.53	88.45	87.83	89.10	88.16	87.89	86.76	88.80	88.33
30	372	24	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	84.79	84.44	87.07	85.68	86.57	89.29	85.93	88.21	87.02	87.96	88.97	88.45	86.67	88.20	87.82	87.59	87.85	78.67	87.44	88.70	88.93	87.61	88.29	82.70	88.00	88.34
31	372	24	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	85.04	89.14	85.86	88.91	86.41	87.65	88.03	88.35	89.42	86.92	88.92	88.73	88.06	88.01	86.15	88.82	86.88	86.87	87.33	88.07	86.79	88.64	88.02	88.52	87.22	88.56
48	372	24	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	85.87	84.25	89.70	87.16	82.47	87.39	82.69	87.39	87.82	88.53	89.15	89.89	87.70	86.86	85.58	88.05	88.27	86.93	86.81	89.40	88.26	81.04	87.02	88.10	89.49	85.87
49	372	24	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	85.63	84.72	89.08	85.79	87.38	87.24	87.35	86.77	89.60	87.22	89.43	88.89	88.87	89.73	88.22	87.78	89.51	85.70	87.97	89.06	87.91	88.20	87.86	88.74	87.34	87.90
50	372	24	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	84.68	87.48	73.72	88.38	87.20	88.97	86.73	88.04	89.90	89.24	87.82	85.62	87.12	88.44	87.38	87.52	87.39	86.11	86.94	87.62	88.47	88.59	88.46	88.84	88.42	88.34
51	372	24	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	86.47	84.77	88.38	87.63	86.60	87.48	85.96	87.43	87.62	88.30	88.90	89.03	87.05	87.14	87.56	88.56	88.59	86.01	88.14	87.65	87.94	88.17	88.72	87.10	87.34	88.17
68	372	24	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	87.56	87.42	85.44	84.99	87.55	87.77	88.64	87.80	87.38	87.16	88.49	88.40	87.35	87.36	87.74	84.47	85.87	87.31	88.71	91.73	87.57	83.61	81.63	88.18	88.41	88.89
69	372	24	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	84.73	86.68	86.67	88.26	87.18	87.02	86.34	90.02	88.09	87.86	89.09	90.38	87.04	87.39	88.54	89.16	88.00	88.64	89.35	88.66	89.11	87.82	86.34	86.42	72.34	87.36
70	372	24	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	87.10	86.62	88.16	87.58	87.78	88.58	88.26	89.39	87.96	85.53	89.93	89.87	87.42	87.21	87.23	90.19	88.03	87.91	89.96	89.86	89.33	89.04	87.82	87.58	89.59	88.50
71	372	24	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	86.42	88.25	89.35	86.44	87.36	86.87	87.19	87.79	83.67	88.57	88.47	90.09	87.83	88.41	86.85	89.93	88.23	89.90	88.68	91.15	88.54	89.02	88.72	87.84	85.39	88.36
88	372	24	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	87.03	82.21	87.39	74.08	86.90	88.52	87.98	89.46	88.28	86.96	87.25	89.79	88.48	88.35	88.51	88.77	88.49	87.74	89.06	88.61	87.93	88.45	81.94	87.85	88.50	70.43
89	372	24	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	87.65	86.30	87.05	88.03	85.82	89.26	86.89	87.82	88.55	74.89	89.41	90.30	88.88	88.62	88.37	88.09	88.29	90.30	87.82	91.12	87.26	87.86	88.51	89.45	76.77	88.16
90	372	24	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	88.00	87.85	88.02	88.36	86.22	88.00	87.78	77.60	87.94	88.31	89.00	89.83	88.72	87.08	88.26	87.45	87.77	87.94	89.90	89.26	89.41	87.70	89.55	73.52	88.58	87.75
91	372	24	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	86.61	89.51	86.39	88.21	86.95	87.74	87.41	89.28	88.55	87.27	90.84	89.78	88.88	87.90	88.01	88.45	89.06	88.06	92.02	89.19	88.63	89.54	89.77	89.64	75.28	88.34
108	372	24	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	86.19	89.48	87.47	88.42	87.80	90.16	86.98	88.64	87.99	85.45	88.98	92.45	88.81	89.35	88.58	88.78	86.86	87.14	88.49	88.80	90.44	88.65	85.64	76.10	87.70	88.42
109	372	24	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	88.10	86.99	88.22	89.63	87.33	89.23	88.66	87.96	87.54	90.02	89.99	90.32	87.49	87.37	89.13	89.58	88.87	88.66	90.48	88.71	88.48	89.19	88.04	88.67	74.73	89.01
110	372	24	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	87.90	87.51	87.15	87.27	86.06	89.21	88.14	89.49	89.37	87.45	86.90	88.25	87.26	87.83	88.63	87.71	86.47	91.03	89.63	89.44	88.30	88.29	88.27	87.34	89.51	87.53
111	372	24	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	87.93	86.73	88.61	88.67	88.27	86.44	88.55	86.45	89.45	87.99	88.42	87.31	88.55	88.18	87.02	88.02	88.75	86.28	90.02	89.64	89.05	87.34	87.60	89.23	90.16	87.40
128	372	24	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	73.36	66.00	73.73	74.17	64.34	74.34	73.65	65.28	86.04	65.16	73.91	75.69	74.69	63.35	74.07	74.71	74.85	75.12	73.92	73.90	62.99	63.56	64.73	64.05	63.47	64.42
129	372	24	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	74.19	74.72	73.16	74.11	74.40	75.42	73.87	63.79	74.87	74.13	74.93	63.39	73.39	74.37	63.66	74.87	63.39	75.17	75.13	74.41	64.14	63.64	74.44	64.90	64.41	64.65
130	372	24	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	72.95	64.70	64.06	63.97	64.09	74.93	73.04	63.99	64.51	74.88	75.33	73.65	86.11	70.26	64.03	74.77	74.39	74.68	74.65	74.94	63.87	64.40	72.63	63.62	63.39	64.42
131	372	24	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	67.31	74.12	73.63	73.38	74.95	74.69	74.61	74.09	69.93	74.61	74.84	63.60	74.20	74.37	63.52	84.60	75.46	74.63	75.74	75.34	74.23	63.83	74.03	63.03	73.13	86.03
148	372	24	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	73.62	74.16	73.76	73.86	74.39	73.92	74.68	75.16	74.42	63.49	75.83	74.60	74.68	73.87	63.71	74.89	74.64	74.61	75.92	87.05	73.14	64.26	74.19	63.17	63.05	63.94
149	372	24	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	73.57	64.99	68.16	64.88	72.86	75.34	73.91	63.95	74.19	74.09	74.41	69.99	73.60	74.57	74.06	85.22	74.83	74.40	70.32	75.12	62.56	63.77	72.95	64.16	63.46	64.42
150	372	24	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	74.08	74.72	69.46	74.13	74.75	75.12	74.18	63.92	73.76	74.68	75.08	63.01	75.49	62.66	74.89	74.69	74.65	75.18	74.13	74.38	63.68	63.23	73.42	62.49	73.38	63.69
151	372	24	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	73.95	74.57	73.30	73.93	75.31	75.15	73.16	63.62	73.39	74.13	74.63	63.23	74.85	74.30	75.41	74.59	75.14	73.35	74.40	74.41	63.21	63.03	73.19	63.65	63.27	63.24
168	372	24	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	73.55	73.66	74.32	64.32	73.85	74.17	74.19	75.71	74.86	63.72	75.11	62.77	74.44	63.80	62.71	74.89	63.18	68.68	74.61	74.89	63.03	63.28	73.94	63.49	64.00	64.34
169	372	24	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	74.17	73.61	86.99	74.35	74.85	74.40	74.58	63.67	73.88	62.58	62.28	62.04	75.17	75.87	75.14	74.84	63.26	75.12	74.36	74.93	62.39	63.44	72.89	63.94	63.84	63.69
170	372	24	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	74.93	63.37	73.56	74.48	64.29	75.01	74.15	64.22	63.95	75.16	74.89	62.28	73.41	75.40	63.77	74.89	74.13	74.88	70.41	74.89	63.37	63.64	72.63	64.18	63.64	63.84
171	372	24	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	73.86	74.67	75.37	63.85	73.88	74.46	42.66	64.68	74.20	64.02	74.64	63.37	70.22	74.40	63.77	73.92	74.31	75.06	74.83	75.34	62.73	64.17	72.63	63.16	63.92	64.19
188	372	24	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	85.25	87.19	88.86	86.73	87.10	88.22	87.71	87.75	87.10	86.54	87.01	88.76	87.98	87.81	86.60	88.08	88.54	86.68	87.15	88.57	86.19	87.86	88.70	86.94	89.61	87.95
189	372	24	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	85.90	89.14	86.13	87.21	87.10	87.06	87.23	89.30	88.54	87.38	87.83	89.28	90.00	89.05	88.41	89.37	88.55	87.85	89.21	87.75	89.79	89.21	87.95	87.58	88.66	88.35
190	372	24	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	89.34	87.95	86.02	88.32	86.20	87.11	87.37	87.64	87.53	86.78	87.96	88.21	88.50	88.93	88.75	87.60	89.86	88.02	87.23	87.93	89.23	87.11	87.56	85.65	86.57	83.84
191	372	24	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	86.51	86.29	86.99	88.73	87.06	88.36	88.38	85.96	87.62	89.32	89.70	87.98	89.30	88.37	89.82	88.34	87.10	88.06	87.63	88.77	89.80	85.27	87.66	88.23	87.13	88.16
208	372	24	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	83.19	86.46	88.80	86.23	86.19	85.58	86.87	85.46	88.12	87.90	89.66	87.23	87.85	86.44	89.36	85.67	89.24	90.87	87.82	86.68	85.00	88.59	88.36	86.62	88.21	86.70
209	372	24	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	87.86	86.68	85.33	83.82	86.25	88.74	86.66	86.27	89.25	86.34	88.69	87.38	89.95	89.14	86.82	85.97	88.09	87.39	87.67	88.35	88.71	79.06	86.38	88.38	87.06	87.45
210	372	24	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	87.12	85.57	86.36	87.27	85.64	88.15	88.55	86.82	87.35	87.16	88.64	87.81	87.59	88.22	87.46	90.19	85.99	87.01	88.22	88.76	88.34	87.82	86.10	88.74	86.71	88.39
211	372	24	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	88.54	88.46	86.82	85.38	86.06	87.34	87.59	89.94	85.25	85.32	87.69	89.65	84.74	86.13	87.67	89.39	86.91	88.98	87.94	87.62	85.18	88.55	87.79	88.09	85.69	87.60
228	372	24	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	84.74	86.61	84.26	85.73	86.25	87.04	86.76	85.43	87.91	87.02	88.50	87.79	87.71	86.44	88.42	86.30	87.12	87.25	86.63	88.61	87.98	87.39	87.29	86.78	88.33	89.29
229	372	24	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	85.93	87.59	83.57	85.25	86.87	88.92	86.59	86.44	88.46	87.04	87.52	90.80	86.72	88.84	87.42	87.10	88.01	86.22	85.96	88.65	87.36	87.28	87.19	83.63	89.26	82.43
230	372	24	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	85.83	87.87	86.14	86.12	85.40	86.60	86.19	86.80	89.60	86.51	89.04	89.25	86.85	89.06	89.01	86.95	88.43	85.43	88.74	87.50	88.38	87.74	88.37	88.81	85.87	87.13
231	372	24	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	86.99	87.88	87.49	89.00	86.33	86.89	89.44	88.45	88.34	86.88	88.33	89.54	86.89	86.56	88.36	88.01	88.26	88.21	87.52	88.67	88.95	88.18	84.25	87.97	86.81	88.07
248	372	24	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	85.31	86.25	87.68	87.43	88.68	87.17	87.51	88.85	88.18	89.10	87.59	87.90	86.92	85.42	88.19	88.96	89.07	86.55	87.86	89.27	87.80	87.34	89.07	88.56	88.15	88.70
249	372	24	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	86.87	87.51	87.52	88.27	86.77	87.79	87.62	90.26	86.36	88.78	89.26	89.59	89.80	88.91	88.40	87.51	88.27	87.55	88.27	92.24	86.83	77.91	87.04	89.30	88.41	87.28
250	372	24	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	87.39	88.29	87.12	87.70	87.26	88.80	89.71	88.35	88.65	87.78	89.56	89.04	88.40	89.18	85.98	89.13	88.47	88.44	88.50	90.35	88.14	87.92	89.81	84.77	86.90	88.48
251	372	24	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	87.76	88.04	87.15	89.19	87.59	87.89	88.70	88.61	88.00	88.33	89.03	87.79	89.22	89.48	89.79	88.22	89.92	86.84	89.13	91.02	88.99	88.94	88.82	88.28	88.37	88.38
268	372	24	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	87.61	87.18	88.87	84.93	87.52	88.80	87.68	86.94	88.37	87.44	87.98	90.81	89.84	88.89	88.22	89.38	87.13	88.92	88.70	89.24	89.03	88.61	88.77	88.00	89.19	82.56
269	372	24	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	86.45	86.49	84.32	86.05	87.24	88.82	88.55	87.67	89.43	86.65	89.02	88.84	88.54	89.05	87.93	90.16	87.33	88.87	89.10	91.87	87.98	74.99	89.14	88.52	88.66	87.71
270	372	24	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	86.54	86.84	86.94	88.99	87.20	86.47	86.72	88.50	87.71	87.29	90.46	88.47	87.61	87.96	87.52	87.93	88.75	87.69	88.99	89.81	88.64	88.68	86.72	87.90	89.68	87.94
271	372	24	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	87.61	86.05	87.49	88.98	85.95	89.04	87.49	88.38	87.94	88.35	88.05	90.06	87.20	86.65	89.43	89.62	88.29	87.87	89.99	92.10	88.37	87.69	88.02	91.29	78.12	73.09
288	372	24	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	85.47	88.16	87.59	85.64	85.57	89.56	87.91	79.61	88.17	88.45	89.41	89.94	87.07	90.20	88.26	88.70	86.14	90.57	90.74	89.67	90.02	88.02	87.72	88.39	89.72	88.02
289	372	24	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	88.39	87.75	86.41	87.89	88.09	88.53	88.31	87.60	88.73	85.41	87.28	89.32	88.96	86.83	88.42	90.57	86.43	86.06	88.28	87.82	87.22	75.84	88.53	89.67	89.15	88.39
290	372	24	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	86.98	87.30	87.21	85.29	85.49	86.01	87.67	87.50	87.01	89.70	89.66	91.41	87.82	88.32	88.01	88.12	89.29	85.77	89.01	88.32	87.27	81.30	88.29	89.15	88.97	88.85
291	372	24	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	86.46	88.54	89.05	85.43	86.12	88.83	90.81	88.52	88.48	88.01	89.33	89.46	89.71	86.06	75.86	87.64	87.10	90.19	89.46	90.30	88.23	89.33	87.88	89.09	89.39	89.18
308	372	24	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	69.41	73.86	72.67	64.42	74.39	75.12	73.36	63.75	74.38	73.82	74.40	70.21	73.43	64.07	63.92	74.43	75.16	74.55	75.03	63.66	63.46	63.64	73.44	64.62	64.76	63.46
309	372	24	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	73.64	64.40	74.13	64.79	74.16	70.03	74.67	64.57	74.97	75.42	74.86	74.43	75.15	75.01	63.63	74.03	64.04	74.89	74.37	75.12	73.93	63.09	73.04	64.19	62.79	64.11
310	372	24	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	73.97	64.41	72.90	74.23	74.11	74.63	73.68	74.20	74.22	75.22	75.17	74.94	73.72	74.86	62.86	73.90	62.98	74.73	75.12	73.95	63.16	63.67	72.70	63.48	64.67	63.46
311	372	24	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	73.65	75.13	73.15	65.06	73.88	75.19	73.86	64.08	74.39	74.37	74.89	63.21	73.44	74.33	63.55	74.19	74.40	73.94	74.85	74.44	63.37	63.35	55.13	64.42	63.76	63.17
328	372	24	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	82.93	74.92	74.16	64.31	73.86	74.54	74.19	64.09	62.74	74.89	74.34	75.41	73.69	73.89	63.15	74.54	64.31	75.10	70.81	74.89	62.06	63.51	73.11	63.36	63.09	64.24
329	372	24	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	74.23	62.84	73.42	65.00	74.86	62.62	73.87	63.59	74.62	73.87	74.63	63.01	73.57	73.92	63.85	73.89	74.61	85.21	75.66	75.69	62.29	63.76	74.15	62.66	64.38	63.51
330	372	24	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	69.53	64.81	64.31	64.29	73.66	74.63	75.68	74.90	70.77	74.38	71.69	63.14	74.43	74.36	63.44	74.35	63.68	86.86	71.17	75.16	63.39	64.65	63.82	64.77	64.26	64.52
331	372	24	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	73.15	74.63	73.41	74.37	74.64	74.61	72.98	73.63	73.91	74.39	75.34	74.41	71.26	74.93	75.38	75.63	74.11	73.94	74.59	74.64	61.61	63.39	72.95	63.94	73.43	62.94
348	372	24	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	73.31	63.63	74.09	64.29	74.36	74.76	73.62	74.79	70.79	74.10	74.11	63.28	88.20	72.17	65.06	75.04	62.64	74.35	63.11	62.82	62.69	63.94	64.19	63.92	73.77	62.91
349	372	24	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	73.12	75.17	73.37	75.37	74.84	73.94	73.95	63.72	75.62	74.62	62.86	63.30	74.21	73.52	63.32	74.62	75.46	86.44	73.86	63.38	63.89	64.24	72.15	63.72	62.71	64.28
350	372	24	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	74.17	73.93	73.94	74.10	74.88	74.69	73.13	63.14	87.68	74.12	75.44	63.59	74.43	74.41	63.01	73.88	70.09	75.41	75.07	63.15	73.70	63.72	72.88	64.12	72.64	63.99
351	372	24	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	73.41	64.37	74.39	74.25	74.42	74.78	73.19	64.35	74.63	74.11	74.33	71.18	74.90	74.38	75.41	75.13	75.10	74.14	74.40	62.66	62.66	63.76	72.39	63.35	63.44	73.65
368	372	24	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	88.94	90.57	89.37	89.33	89.80	89.22	88.87	90.07	90.12	88.56	90.44	90.00	89.68	88.22	90.47	89.89	87.59	89.95	89.71	89.88	89.33	90.36	90.25	89.16	90.09	88.81
369	372	24	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	85.81	90.29	89.01	89.49	89.68	90.06	87.85	89.43	86.88	89.77	89.98	88.38	89.86	89.55	89.72	90.70	88.34	90.63	88.38	90.65	90.05	89.35	90.43	88.33	88.61	89.48
370	372	24	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	90.64	89.35	89.68	89.77	89.18	89.14	87.80	90.68	89.23	88.46	90.14	90.58	90.27	89.02	90.11	89.86	90.20	90.72	89.51	90.30	89.68	91.63	90.06	88.87	89.98	87.37
371	372	24	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	89.72	88.86	90.77	88.54	89.69	90.99	89.69	89.34	89.95	88.92	88.89	89.11	88.91	89.36	89.42	90.04	89.11	91.31	90.61	90.70	89.08	88.32	88.55	89.24	85.98	87.45
388	372	24	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	88.99	89.66	89.70	88.50	89.58	87.19	88.15	90.20	89.17	89.17	89.04	88.55	89.64	91.03	91.40	89.92	90.19	90.71	90.78	89.57	89.01	89.62	87.83	89.72	90.50	88.03
389	372	24	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	88.67	89.16	90.75	90.39	89.62	90.56	89.44	90.28	89.34	90.00	90.28	90.14	88.75	88.24	89.65	91.46	89.23	89.12	90.83	90.70	89.34	89.33	89.51	89.38	90.15	88.39
390	372	24	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	88.16	90.56	89.05	88.06	87.84	91.78	90.16	88.56	88.57	88.77	90.33	90.63	90.35	89.02	89.45	90.76	90.09	89.81	90.79	89.85	89.83	90.31	90.22	90.30	89.75	87.19
391	372	24	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	89.66	89.49	88.37	89.92	90.13	89.30	89.58	90.52	88.98	89.99	89.51	89.64	89.62	89.81	90.31	90.16	89.54	89.81	90.50	90.24	90.06	90.02	87.61	87.93	89.74	87.35
408	372	24	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	90.18	89.31	90.08	88.98	88.44	91.13	90.52	89.89	88.08	90.39	90.56	89.37	88.06	89.89	88.52	88.97	89.08	90.35	89.74	88.60	89.75	89.02	88.33	90.13	89.43	91.78
409	372	24	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	90.62	89.87	90.01	90.26	88.91	89.89	88.92	88.97	88.51	88.99	90.91	88.59	91.09	89.57	90.19	90.66	89.12	89.24	90.99	89.55	89.94	89.63	88.89	90.39	89.39	89.58
410	372	24	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	89.35	90.67	88.68	90.16	89.21	89.23	88.68	89.66	89.05	90.11	90.47	91.32	89.71	89.69	90.24	89.27	90.68	89.40	90.16	90.26	90.71	87.33	87.81	88.98	89.41	89.73
411	372	24	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	89.20	88.57	89.65	90.20	89.86	89.44	90.10	89.37	90.54	89.51	90.72	90.13	89.35	88.82	89.58	90.52	89.82	89.63	89.75	88.80	89.36	91.10	88.59	89.15	88.77	89.68
428	372	24	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	90.20	89.83	90.13	89.21	89.39	89.74	89.81	89.19	90.17	89.25	90.46	90.08	88.18	89.07	88.70	89.84	90.11	88.72	89.02	90.16	89.54	89.59	88.84	89.51	88.53	88.98
429	372	24	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	88.02	90.31	89.90	90.29	89.15	90.55	88.96	89.73	89.76	88.92	89.26	90.16	89.92	88.54	89.40	88.76	88.91	88.52	90.80	90.83	86.41	89.28	90.01	90.66	87.86	87.64
430	372	24	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	89.29	89.66	90.38	90.97	89.53	89.64	90.16	87.66	89.12	89.63	90.84	91.52	90.65	89.50	91.22	90.41	91.10	88.94	89.75	92.02	89.26	89.86	89.29	90.83	90.41	89.49
431	372	24	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	89.28	90.24	89.41	91.11	89.54	89.70	88.06	89.27	87.73	87.60	91.49	91.07	90.54	89.04	88.71	89.92	89.29	89.25	89.20	90.19	88.80	90.51	88.75	87.95	90.28	89.70
448	372	24	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	88.39	89.27	88.87	88.84	89.44	88.83	88.62	89.87	89.19	88.89	89.74	89.63	91.17	89.38	88.84	89.42	89.30	89.65	90.05	88.77	88.86	90.16	90.42	89.71	89.75	89.61
449	372	24	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	89.45	89.75	89.68	89.88	89.62	89.05	89.99	90.04	87.28	90.46	89.88	90.83	89.57	89.13	89.92	89.42	90.58	88.99	91.27	89.20	88.60	89.45	88.32	89.56	89.93	90.51
450	372	24	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	89.78	90.05	88.25	89.61	90.52	90.23	88.77	89.71	89.27	90.44	91.63	92.44	90.48	89.82	88.14	89.60	89.48	88.91	90.52	90.32	88.35	89.65	88.62	89.58	89.21	89.86
451	372	24	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	87.76	89.49	89.13	88.39	90.54	91.21	90.24	90.83	89.83	87.97	90.57	90.96	91.01	89.29	88.33	90.02	88.93	90.07	88.64	89.68	89.28	90.14	88.12	89.36	89.64	88.35
468	372	24	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	90.09	89.31	89.91	88.89	89.62	87.04	88.49	89.10	88.87	90.02	88.73	89.81	90.26	87.60	90.04	89.88	88.84	90.36	89.15	89.60	75.91	88.59	88.30	89.69	89.93	89.71
469	372	24	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	86.71	90.55	88.37	90.01	89.15	89.87	88.41	89.71	91.06	88.79	90.37	89.41	90.55	89.11	88.63	88.08	90.31	88.91	90.53	91.70	88.67	89.35	89.15	77.50	89.56	89.82
470	372	24	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	86.55	91.02	88.10	87.39	89.39	88.80	89.62	90.75	90.15	90.06	89.87	90.47	90.90	89.73	89.71	88.42	89.25	89.82	91.10	91.77	89.90	88.56	88.68	88.27	90.28	90.07
471	372	24	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	88.52	89.54	90.03	89.89	89.45	91.30	88.27	88.95	88.97	90.37	90.19	89.59	88.45	88.48	88.60	88.07	89.98	90.02	89.79	91.66	76.73	89.10	87.28	90.32	90.16	91.04
488	372	24	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	69.11	64.52	64.95	64.09	64.65	75.51	69.53	64.20	74.31	63.77	69.86	69.80	70.27	69.74	62.89	74.09	69.21	70.89	74.74	74.97	63.84	65.03	63.90	64.03	63.22	64.34
489	372	24	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	68.43	69.88	65.08	64.48	65.77	63.52	74.11	63.74	65.03	67.88	74.94	68.54	73.06	64.04	62.38	69.77	73.02	73.32	63.70	63.13	64.30	63.07	72.63	64.59	65.02	64.60
490	372	24	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	66.16	68.97	65.29	66.05	64.71	66.70	68.95	64.29	63.91	70.35	74.84	64.25	69.99	63.61	63.58	63.54	63.84	73.87	70.10	62.67	63.33	63.29	72.47	74.44	64.53	64.34
491	372	24	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	68.97	66.00	65.55	65.36	69.29	64.43	73.33	63.90	73.88	64.97	74.37	69.07	73.32	54.06	64.20	72.59	63.11	64.97	74.64	74.61	55.61	56.59	52.14	65.51	63.84	65.28
508	372	24	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	65.69	65.78	65.01	64.83	68.47	64.57	73.57	63.91	68.43	64.58	63.57	69.75	72.61	54.07	63.16	64.41	64.08	68.17	63.73	63.45	62.88	65.29	63.95	65.15	63.52	72.63
509	372	24	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	65.58	65.30	65.68	64.55	64.84	74.87	68.80	63.10	64.38	63.51	74.58	68.80	72.05	70.85	63.46	73.32	63.70	65.13	75.64	63.74	63.07	64.52	72.40	63.92	53.05	73.49
510	372	24	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	87.22	65.33	65.43	64.69	66.14	63.57	73.38	69.65	55.89	64.95	63.62	64.44	71.83	73.06	64.53	70.06	74.37	72.67	74.77	74.56	62.71	54.36	52.56	64.22	64.32	64.02
511	372	24	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	73.56	64.74	69.42	64.49	64.66	63.64	73.08	64.09	63.96	65.18	73.70	62.22	69.28	73.86	63.91	70.25	52.81	73.22	69.32	74.42	64.17	64.49	64.27	63.70	63.37	73.19
528	372	24	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	73.58	65.78	65.63	64.65	70.60	74.91	69.64	64.02	63.28	64.15	63.41	75.07	55.42	63.09	63.66	69.08	63.34	69.44	63.42	68.76	64.47	52.12	73.14	64.62	64.87	63.55
529	372	24	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	67.24	65.22	64.96	64.75	64.05	64.27	71.66	63.62	64.17	64.53	63.82	64.69	73.10	86.88	63.14	69.67	63.09	64.37	63.55	64.11	64.14	63.38	65.25	64.78	54.90	65.74
530	372	24	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	73.18	66.91	66.30	64.48	64.96	63.93	73.06	64.24	68.49	55.65	67.87	63.45	73.34	55.20	64.04	69.92	64.17	63.79	64.03	62.61	53.09	64.09	72.75	64.34	73.63	64.21
531	372	24	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	73.95	64.75	65.79	65.40	68.44	65.06	73.45	63.82	74.83	69.95	63.36	62.37	72.63	52.57	64.47	73.99	64.81	64.66	64.41	63.30	63.92	55.70	72.88	64.65	65.33	64.59
548	372	24	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	88.61	89.37	88.07	89.04	88.81	91.02	88.97	88.70	89.42	88.98	90.09	89.77	89.80	89.58	88.91	89.47	89.30	89.50	90.96	90.18	89.01	89.85	86.77	87.88	88.72	90.17
549	372	24	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	89.56	89.03	87.66	90.37	89.11	91.43	89.69	90.79	87.73	89.25	89.44	89.42	90.19	89.04	90.31	90.02	88.81	89.41	90.18	90.56	88.47	89.75	88.51	89.08	90.42	89.05
550	372	24	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	88.98	90.75	89.99	90.73	89.13	89.34	88.65	88.98	89.77	90.25	90.93	91.44	89.89	90.33	90.31	89.80	90.61	88.51	90.95	90.95	90.61	89.94	88.11	88.65	88.33	88.10
551	372	24	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	88.56	90.46	89.06	89.40	90.90	89.62	88.63	90.33	89.97	88.55	90.11	90.95	89.05	89.67	88.86	91.12	89.84	87.73	90.06	89.77	88.84	88.22	87.43	87.29	88.52	88.25
568	372	24	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	87.56	88.94	89.49	87.87	88.89	89.09	90.00	89.41	88.71	90.31	89.46	90.06	90.55	89.07	88.44	88.54	88.43	88.96	90.24	89.67	89.05	90.19	88.90	90.36	89.90	87.77
569	372	24	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	86.15	89.51	89.62	89.91	87.79	90.44	88.56	88.27	88.82	88.57	90.07	90.63	90.79	89.57	89.32	90.46	89.55	89.14	90.08	91.75	89.73	89.36	87.86	89.16	88.82	89.98
570	372	24	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	85.54	87.09	90.79	88.75	90.39	88.43	86.78	89.36	90.23	90.62	90.06	90.99	90.19	89.89	89.80	89.81	89.50	90.14	89.18	90.24	88.11	89.60	88.03	90.09	88.90	90.60
571	372	24	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	89.84	89.97	89.75	88.42	88.61	91.05	90.18	90.29	89.94	89.13	89.47	89.49	89.20	90.43	90.44	89.86	90.07	89.01	89.94	90.75	88.36	88.32	88.31	88.11	88.31	89.08
588	372	24	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	88.10	89.70	88.37	89.44	90.64	89.97	88.63	88.88	87.54	89.49	89.82	89.71	88.09	87.18	91.01	90.24	88.42	89.33	89.76	90.20	88.53	89.14	88.12	91.02	88.22	87.93
589	372	24	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	87.44	89.34	89.48	88.43	88.66	89.94	89.87	90.08	89.89	90.02	90.45	89.82	88.12	89.84	87.52	88.83	89.78	89.91	89.19	88.48	87.99	88.59	88.12	89.15	87.90	87.95
590	372	24	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	87.78	89.37	89.11	90.08	89.29	90.59	87.44	89.62	88.48	87.77	87.76	89.86	89.18	89.79	89.74	89.73	89.29	89.53	89.81	89.29	88.90	88.28	89.54	88.39	88.19	88.86
591	372	24	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	89.96	89.51	88.40	89.54	89.20	89.69	87.72	89.82	88.90	89.90	89.92	89.82	89.40	90.03	90.19	89.92	88.44	90.02	90.08	90.77	89.02	90.19	88.62	89.94	90.66	88.99
608	372	24	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	89.54	89.37	89.45	91.08	88.39	89.64	88.72	88.43	87.48	90.12	89.88	90.02	89.39	90.78	90.55	90.85	88.91	90.30	89.50	91.03	89.57	90.28	90.26	89.47	90.30	88.53
609	372	24	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	90.52	77.47	89.35	89.78	88.54	91.90	88.17	89.52	88.57	89.02	88.98	90.29	88.50	89.59	89.23	90.81	89.35	89.16	90.00	89.81	88.26	90.16	87.56	89.70	88.73	90.98
610	372	24	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	87.69	88.61	87.51	88.99	90.92	88.73	89.05	89.08	88.66	89.66	91.56	89.00	89.62	91.02	89.18	89.37	89.10	90.41	89.95	91.03	88.88	89.32	88.75	88.96	87.73	88.86
611	372	24	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	88.42	89.29	87.78	89.47	89.12	89.78	89.24	89.43	87.78	87.99	90.03	89.91	88.56	89.03	88.64	88.77	91.22	89.91	91.94	89.59	88.80	89.81	90.71	89.40	89.21	88.45
628	372	24	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	88.29	88.62	88.14	88.28	90.39	89.65	89.72	89.12	90.73	90.97	91.23	92.15	89.30	89.08	88.69	90.16	89.80	88.69	89.54	90.03	89.76	88.32	88.61	88.10	89.39	88.37
629	372	24	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	89.63	88.67	87.19	87.97	88.80	90.03	89.49	89.24	88.97	90.04	90.34	89.67	87.92	88.89	76.48	89.06	89.44	89.54	90.02	90.87	89.83	89.18	90.88	88.57	76.02	90.70
630	372	24	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	89.08	88.62	89.71	91.33	88.81	90.39	89.14	89.13	89.76	89.49	89.31	90.01	89.77	89.95	87.68	88.68	90.88	90.87	90.94	91.52	88.63	90.17	88.90	89.16	89.17	88.79
631	372	24	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	88.53	88.79	87.49	89.64	89.83	88.80	90.98	88.96	90.94	89.30	91.78	89.33	89.68	89.95	89.40	89.43	89.10	89.80	89.65	88.88	89.63	88.78	87.65	86.99	89.99	90.20
648	372	24	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	86.61	89.98	90.81	90.49	88.60	88.93	89.82	89.25	89.13	89.46	89.83	89.01	89.53	89.53	91.01	91.05	89.25	89.77	89.84	89.72	89.47	88.09	87.92	89.22	90.28	90.08
649	372	24	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	88.30	90.31	90.11	88.79	89.36	89.34	88.79	88.73	88.98	89.87	89.87	90.45	88.61	88.87	89.54	90.75	88.32	88.76	91.28	91.40	77.10	89.14	89.21	89.08	88.21	89.07
650	372	24	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	88.24	88.06	89.18	88.54	88.67	90.28	89.19	89.95	89.54	89.72	90.74	89.63	88.63	91.16	89.20	89.75	89.16	90.64	90.79	91.05	89.51	90.82	89.23	89.58	89.39	87.76
651	372	24	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	89.25	89.28	90.23	91.88	88.26	88.83	89.95	90.03	87.60	87.65	89.56	91.09	89.74	89.12	88.60	90.88	91.72	90.04	90.82	89.15	89.96	89.59	87.64	89.10	90.21	88.52
668	372	24	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	73.61	64.11	65.06	65.05	65.71	74.30	72.09	63.69	62.77	64.68	68.85	64.15	73.35	63.50	64.32	72.67	63.73	73.55	75.83	63.09	73.37	64.22	72.10	63.72	53.68	64.49
669	372	24	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	73.56	64.25	64.73	64.83	73.88	63.52	73.73	69.19	63.35	70.47	75.02	74.10	70.33	63.07	64.44	73.41	73.62	73.36	74.59	75.07	73.10	63.57	63.82	64.18	64.82	69.46
670	372	24	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	73.71	65.06	67.76	64.99	68.98	74.60	65.29	64.27	69.79	68.35	64.56	63.40	72.57	64.02	64.83	73.57	73.11	73.44	64.32	74.57	63.88	64.75	63.03	64.80	63.68	64.49
671	372	24	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	68.84	64.77	73.30	64.82	65.01	63.48	68.75	64.11	64.19	64.84	74.54	71.25	73.98	55.56	74.43	72.97	63.64	73.72	63.59	68.86	54.21	63.87	73.86	63.94	63.78	64.49
688	372	24	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	73.27	68.74	68.96	65.21	64.45	65.29	68.29	64.34	63.07	64.34	64.09	74.11	72.86	64.35	63.80	72.46	63.43	73.27	64.64	63.17	65.46	64.06	72.61	64.70	64.60	73.37
689	372	24	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	67.46	65.73	65.87	65.00	65.92	68.44	64.58	64.06	64.35	64.45	63.72	62.70	72.27	63.51	63.59	73.53	62.97	63.14	75.08	63.19	64.02	62.59	65.29	64.22	64.02	63.95
690	372	24	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	65.23	64.12	73.55	64.58	64.56	69.49	65.01	64.56	63.98	70.18	75.13	62.94	72.34	73.11	64.08	69.13	64.39	73.21	74.85	73.87	63.88	63.37	64.81	52.45	65.51	65.37
691	372	24	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	74.66	64.12	64.08	65.20	63.89	75.74	73.81	63.33	70.04	63.84	74.09	63.10	71.55	63.54	62.82	72.57	63.69	69.37	62.40	74.34	53.86	64.13	63.10	63.56	85.77	62.32
708	372	24	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	73.12	66.42	64.57	64.74	70.22	74.98	73.09	62.99	64.41	69.48	64.81	63.47	72.62	68.99	65.43	72.32	63.50	68.55	75.14	73.37	64.35	56.74	73.40	64.29	64.62	64.31
709	372	24	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	65.59	65.11	68.79	64.91	64.76	63.74	73.55	54.82	68.76	68.06	67.74	69.18	70.68	63.93	64.31	70.60	63.08	73.68	74.84	63.88	64.83	64.29	73.15	64.51	65.07	64.61
710	372	24	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	73.60	65.19	65.69	63.53	65.20	64.60	73.08	63.40	69.43	64.26	75.38	63.35	69.89	69.85	63.42	72.64	73.68	72.92	63.50	70.41	64.23	65.06	63.83	63.85	55.91	65.73
711	372	24	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	73.95	70.26	64.82	64.63	64.53	63.80	69.65	63.29	71.34	65.69	67.14	70.07	73.56	70.19	62.92	73.49	63.58	67.22	69.14	74.32	63.87	63.52	53.98	64.26	52.64	64.46

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
8	372	24	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	91.49	93.60	91.21	92.79	93.36	90.52	92.38	89.78	91.96	92.52	92.25	91.67	92.01	92.81	93.07	88.86	93.11	92.60	90.41	92.85	93.22	93.50	91.46	76.53	83.26	92.08
9	372	24	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	92.16	94.43	93.21	91.55	91.78	91.73	92.15	92.74	92.28	90.48	91.79	92.31	93.55	91.87	90.49	95.24	91.87	92.59	90.70	90.78	91.73	93.05	93.14	91.96	93.27	93.39
10	372	24	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	93.21	93.00	92.82	92.65	91.88	92.46	91.87	92.29	92.95	93.38	93.68	92.52	93.87	94.67	93.27	92.04	92.80	92.82	90.60	91.94	92.79	93.28	94.40	93.39	92.97	92.93
11	372	24	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	93.61	93.28	93.61	90.63	94.42	90.55	92.95	91.58	92.44	93.39	90.74	91.79	92.29	92.74	92.87	94.48	94.51	92.37	94.30	92.19	93.62	93.33	93.65	92.96	92.09	92.38
28	372	24	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	89.40	92.08	92.92	49.17	91.97	91.28	91.87	91.81	92.32	91.98	91.69	93.22	92.27	92.23	93.20	77.06	91.94	93.88	91.30	92.14	93.66	86.43	92.62	94.56	81.53	92.29
29	372	24	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	93.25	92.30	94.50	92.27	89.26	49.17	93.23	93.30	92.00	92.69	91.31	91.69	91.59	49.17	93.14	92.13	91.35	91.84	93.90	91.90	94.38	94.85	94.31	91.97	93.06	93.67
30	372	24	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	90.18	88.85	91.93	93.48	92.92	91.93	91.12	92.77	91.87	92.69	92.04	90.08	91.35	92.54	92.86	91.41	92.79	75.51	90.06	93.14	93.84	93.69	92.07	84.02	91.13	91.73
31	372	24	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	90.93	94.12	91.31	90.56	92.58	92.68	91.39	91.50	92.87	89.72	92.52	93.28	94.09	93.79	90.65	93.47	92.22	92.04	91.50	91.72	92.29	93.40	94.00	92.11	92.62	92.16
48	372	24	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	91.76	89.53	92.94	92.34	81.98	91.64	82.80	90.24	93.89	93.19	92.00	91.94	93.57	92.79	88.76	93.14	94.35	92.68	92.93	93.78	93.61	78.37	93.19	91.78	93.33	87.04
49	372	24	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	90.19	89.11	94.14	92.04	92.08	90.62	92.77	92.69	93.82	93.89	92.36	92.07	91.72	93.01	91.93	92.95	95.42	91.71	92.10	93.43	93.12	93.70	93.38	92.40	93.64	92.24
50	372	24	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	91.83	90.79	70.98	92.79	93.14	92.15	93.37	93.07	95.06	94.24	91.47	90.16	91.29	94.10	92.45	90.91	92.38	91.43	92.62	91.68	92.82	92.76	93.04	91.29	93.23	92.24
51	372	24	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	92.17	91.54	93.21	92.37	92.03	91.35	91.51	91.68	89.52	91.03	93.19	92.88	93.72	93.24	91.86	95.71	93.00	89.97	88.79	91.44	93.50	92.76	93.74	92.89	92.08	93.52
68	372	24	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	94.35	94.33	90.37	91.94	92.46	91.86	93.06	93.48	94.17	92.13	91.88	91.59	91.65	93.25	92.39	90.02	91.72	91.71	92.47	94.58	94.87	91.54	86.71	91.64	93.31	92.35
69	372	24	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	91.94	89.40	90.30	93.50	92.18	91.21	92.50	92.82	92.71	91.78	92.22	92.11	92.09	93.20	93.05	93.11	91.32	93.47	91.79	90.73	93.97	92.46	91.46	92.29	74.19	93.99
70	372	24	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	93.38	93.24	93.52	90.24	92.07	90.84	94.47	93.50	93.69	89.70	95.39	92.62	91.48	91.46	93.32	92.33	94.73	92.97	91.63	92.89	93.77	94.22	93.34	93.18	94.37	92.25
71	372	24	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	93.09	91.42	94.56	91.41	93.03	91.99	91.33	91.74	88.86	92.91	93.39	93.82	92.10	91.96	92.16	92.97	93.42	93.22	93.38	91.90	93.09	94.06	94.48	92.07	88.61	93.62
88	372	24	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	91.48	86.41	93.50	74.84	93.52	92.96	88.98	93.79	91.61	91.60	91.47	91.88	94.08	93.61	90.71	93.22	90.71	92.32	91.94	92.30	94.33	93.92	83.88	93.65	94.69	69.98
89	372	24	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	92.71	90.14	92.48	92.05	92.54	91.91	92.09	91.37	93.01	76.40	91.63	92.22	92.96	93.23	92.77	93.59	93.33	92.03	92.87	93.16	94.16	92.35	93.98	91.88	77.60	91.55
90	372	24	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	92.54	92.89	94.59	92.10	92.36	92.17	94.08	78.59	91.64	93.06	93.71	93.84	92.71	93.29	92.34	92.72	90.83	91.20	92.26	92.47	93.91	91.10	94.33	74.56	93.78	92.30
91	372	24	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	91.13	92.37	93.53	90.86	92.25	91.54	91.96	93.73	93.53	91.99	92.97	90.88	92.19	91.41	91.77	91.75	93.00	92.65	93.97	91.26	94.18	93.53	94.16	94.35	76.00	93.16
108	372	24	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	92.36	94.49	91.86	92.14	93.52	93.04	92.02	94.28	93.19	89.68	92.27	94.29	94.44	93.96	92.51	92.32	89.07	92.19	91.89	91.20	92.80	92.35	90.59	75.60	90.79	93.02
109	372	24	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	94.53	92.41	92.62	92.73	92.04	93.01	90.64	91.73	94.03	92.34	91.84	93.79	93.69	93.86	91.44	92.21	93.35	92.18	92.68	93.12	94.74	94.21	94.74	93.26	75.60	92.05
110	372	24	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	91.68	90.27	92.52	91.79	94.04	90.35	92.51	93.58	91.58	92.61	90.06	91.06	93.35	91.86	91.24	92.29	91.31	92.27	92.75	91.35	93.08	92.47	94.14	93.27	92.86	89.91
111	372	24	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	90.21	90.22	93.45	93.99	94.49	91.31	90.38	92.77	92.26	92.71	93.13	91.31	94.13	90.74	91.58	92.13	93.22	89.85	91.90	93.03	94.30	94.23	94.18	93.06	92.89	91.20
128	372	24	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	74.48	59.74	73.94	73.95	59.51	75.21	74.81	58.79	90.59	57.89	75.22	76.79	74.93	59.48	75.23	75.86	76.08	75.20	75.55	77.24	57.38	56.98	56.15	56.81	58.15	56.71
129	372	24	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	74.92	75.28	75.27	75.83	74.91	75.97	75.00	58.53	75.31	75.43	76.25	57.20	74.47	76.21	58.52	74.51	58.06	74.53	76.70	76.94	57.03	55.86	75.85	57.25	57.09	56.65
130	372	24	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	74.72	57.89	58.56	57.76	58.51	75.81	74.02	58.11	58.30	75.18	76.07	75.41	90.01	69.90	59.29	75.60	75.53	74.64	76.52	76.49	57.50	57.76	75.19	56.93	57.33	57.27
131	372	24	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	69.03	75.40	74.98	74.24	74.23	76.29	75.57	74.65	68.42	75.69	76.82	57.77	75.47	73.85	59.57	87.09	75.50	74.27	76.57	76.65	76.36	56.21	76.59	56.76	76.52	91.78
148	372	24	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	75.38	74.37	75.90	74.70	75.34	76.77	75.31	75.44	76.10	57.38	76.36	76.15	75.33	74.51	58.19	76.10	75.03	75.60	76.76	90.87	76.25	56.32	76.56	56.58	56.27	56.62
149	372	24	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	74.33	59.29	68.27	58.88	73.72	75.52	74.92	58.20	75.17	75.28	75.71	69.67	75.65	75.66	74.39	90.28	74.69	75.15	70.58	76.65	57.83	56.91	74.83	56.73	56.31	57.95
150	372	24	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	74.45	75.41	69.89	74.40	74.91	75.37	75.82	58.15	75.14	75.75	76.50	56.86	75.91	57.48	73.87	75.79	75.77	76.22	76.08	76.64	56.92	57.16	75.79	56.46	75.90	56.09
151	372	24	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	75.45	75.52	74.65	75.05	75.49	76.48	74.99	57.48	75.55	74.67	75.42	56.71	75.37	76.32	75.18	76.59	74.46	75.50	76.96	77.16	56.69	56.11	76.07	56.35	55.93	56.89
168	372	24	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	74.90	74.13	75.08	58.88	74.29	75.24	75.61	75.04	74.43	57.91	76.54	56.53	76.07	58.54	58.38	75.11	57.22	68.51	75.68	75.36	56.69	56.07	76.67	56.56	56.84	56.78
169	372	24	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	74.53	75.17	90.40	75.09	74.64	76.25	75.48	58.58	75.63	56.97	57.04	57.38	76.50	75.67	75.70	75.95	58.31	75.87	76.28	76.09	56.60	56.04	76.29	56.69	56.70	55.99
170	372	24	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	75.66	57.79	74.83	74.57	58.00	76.57	75.48	59.52	57.57	75.03	76.01	56.82	75.61	75.65	58.66	75.47	75.23	75.87	70.09	75.84	56.93	56.58	76.11	57.16	56.22	56.51
171	372	24	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	75.47	74.34	74.93	59.25	74.64	75.53	49.17	57.10	75.53	58.08	75.38	57.95	68.94	74.97	58.16	74.74	74.93	75.42	76.51	76.59	56.92	56.73	75.44	56.84	57.72	56.08
188	372	24	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	93.28	91.44	94.44	92.23	92.14	92.47	91.34	92.67	93.23	92.34	92.32	93.10	93.01	94.19	92.04	93.22	92.89	92.55	91.98	91.06	91.04	92.83	92.71	90.13	93.39	92.83
189	372	24	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	92.17	94.83	91.10	91.92	90.95	92.72	92.52	92.74	93.39	92.94	90.55	92.87	94.80	94.39	92.26	93.75	91.18	93.91	92.97	92.02	93.88	92.20	92.80	93.46	92.61	93.52
190	372	24	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	92.41	91.53	89.69	94.04	91.81	90.82	91.96	91.57	92.55	91.55	92.12	90.59	91.47	93.44	91.25	91.64	93.68	93.53	93.64	92.22	93.09	93.05	92.04	92.43	91.87	85.10
191	372	24	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	91.64	92.45	91.42	92.70	94.34	91.79	91.65	92.47	92.55	93.65	94.43	92.93	94.16	93.88	93.10	93.08	92.97	92.80	92.93	92.27	94.90	91.47	94.14	93.02	92.73	91.79
208	372	24	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	90.26	89.74	91.27	91.16	91.61	90.47	90.68	91.30	92.80	91.05	92.67	90.43	91.06	92.57	92.50	91.65	92.50	93.45	91.44	91.40	89.43	93.56	93.18	90.96	92.37	90.83
209	372	24	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	92.91	89.84	91.01	88.86	93.21	92.50	92.50	94.87	93.08	92.36	92.90	91.72	94.97	93.65	92.57	92.87	92.84	92.39	94.89	92.14	94.44	75.94	92.62	93.03	92.38	93.20
210	372	24	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	92.83	89.56	92.82	92.39	91.31	91.24	91.40	92.14	92.91	91.26	92.49	91.60	92.01	92.51	91.76	92.56	91.90	94.52	93.03	93.08	94.65	92.59	91.40	92.63	90.93	93.35
211	372	24	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	91.88	91.72	92.57	89.38	89.77	90.26	92.33	91.60	92.35	90.81	93.26	92.19	89.52	92.55	92.60	93.09	91.88	93.84	94.21	91.63	90.18	91.63	92.00	92.76	91.86	92.32
228	372	24	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	93.79	92.13	88.90	91.80	92.80	91.69	90.23	89.78	92.63	93.03	93.60	91.21	93.38	92.56	93.08	90.93	89.97	93.05	91.09	92.06	93.42	92.68	92.67	90.70	92.39	92.49
229	372	24	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	90.85	91.91	89.97	92.58	91.12	91.44	92.70	92.21	91.99	90.57	91.92	91.90	91.58	93.03	91.56	92.16	92.34	92.13	89.31	94.41	92.05	89.64	93.66	84.74	92.04	82.87
230	372	24	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	91.88	92.49	90.39	91.40	89.51	91.85	90.88	91.42	92.17	92.28	92.28	92.95	91.32	90.24	92.78	91.65	94.99	92.87	92.41	92.75	92.53	93.46	92.60	93.23	91.65	90.99
231	372	24	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	92.14	93.84	92.40	94.06	92.33	91.27	92.21	90.82	92.70	91.76	92.93	91.70	93.47	92.16	91.75	93.42	91.17	93.41	91.92	93.41	93.10	93.18	89.91	92.87	89.20	93.81
248	372	24	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	91.36	92.75	92.53	93.02	93.87	92.18	92.12	92.28	94.53	91.58	91.02	92.53	91.12	88.96	92.66	91.88	93.27	91.13	93.29	91.79	93.18	94.74	94.01	90.61	93.63	92.83
249	372	24	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	92.29	92.50	92.33	92.64	93.56	91.49	93.02	93.51	91.33	90.37	92.81	92.53	92.12	91.87	91.58	92.08	93.65	92.21	92.28	94.13	93.89	79.53	92.19	92.56	93.03	90.62
250	372	24	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	92.25	93.62	92.91	92.31	93.43	93.52	93.22	92.62	91.50	92.48	93.44	92.89	93.20	92.99	91.22	93.40	93.50	91.91	92.26	92.90	93.81	92.98	94.46	89.86	93.12	92.61
251	372	24	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	92.98	91.78	93.09	91.90	92.73	91.39	93.12	90.89	93.45	92.57	92.97	93.55	93.27	92.36	92.74	92.64	93.15	92.53	93.21	93.14	93.21	93.98	94.71	92.74	91.37	93.62
268	372	24	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	92.31	90.66	93.41	89.97	90.79	92.05	92.30	90.23	94.05	92.80	91.79	91.48	94.18	92.70	91.72	92.81	92.99	92.60	93.22	91.69	94.75	93.54	93.53	93.55	92.60	86.98
269	372	24	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	92.02	91.19	90.63	92.36	93.65	92.25	92.02	91.92	94.08	92.63	92.22	90.38	93.73	91.46	92.08	92.16	91.05	92.28	90.78	95.07	93.10	76.12	93.35	93.60	92.86	92.59
270	372	24	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	91.48	90.87	93.24	92.25	94.40	91.28	91.80	92.35	92.54	92.64	92.13	92.76	91.21	94.18	90.94	92.85	93.38	93.49	92.30	92.79	92.32	91.66	94.12	92.20	92.89	92.01
271	372	24	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	92.72	92.27	93.40	94.47	92.15	92.25	92.94	91.92	94.16	93.12	93.24	94.00	92.04	90.60	94.37	93.88	92.48	93.90	94.02	93.53	92.98	93.95	92.08	91.87	77.16	74.80
288	372	24	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	90.38	90.02	92.38	90.57	90.78	92.64	91.81	85.01	92.42	89.81	91.88	92.56	93.09	92.90	90.94	93.47	89.85	93.01	92.35	93.94	92.07	92.91	91.70	94.20	93.31	90.05
289	372	24	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	93.58	92.83	93.91	91.74	93.45	92.07	89.47	91.30	93.04	91.58	91.03	91.00	92.44	91.49	91.72	91.90	89.92	91.64	93.45	91.47	92.67	75.68	93.44	93.62	92.00	92.68
290	372	24	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	93.46	90.16	90.86	89.82	91.33	88.13	90.08	91.32	91.93	92.39	92.78	92.47	92.82	92.30	92.02	91.86	93.24	90.97	91.67	92.56	93.83	84.39	93.37	93.01	93.65	90.99
291	372	24	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	91.62	90.95	93.81	90.30	90.37	92.33	94.30	91.48	91.58	92.28	91.41	91.74	93.58	93.20	72.87	91.58	92.16	94.43	91.16	93.68	93.00	93.84	94.16	93.47	93.11	92.45
308	372	24	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	68.93	75.15	74.41	57.68	75.45	75.97	74.79	57.11	76.41	75.58	76.26	68.93	75.60	57.95	58.88	75.56	75.53	75.44	76.35	56.31	56.26	56.06	76.75	57.33	56.88	56.18
309	372	24	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	75.40	58.31	75.80	58.05	74.32	68.76	75.53	58.40	75.47	75.45	75.71	76.41	75.40	76.65	58.95	74.89	57.40	74.76	76.11	76.11	76.50	56.98	76.80	57.06	56.60	56.14
310	372	24	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	75.85	59.12	74.88	75.28	74.84	75.82	75.38	74.99	75.66	75.21	76.71	76.49	74.85	76.00	57.95	74.98	57.61	75.24	76.66	76.46	56.56	57.19	75.19	56.25	57.21	55.77
311	372	24	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	75.13	75.28	74.94	58.49	74.25	76.58	74.50	58.25	75.27	75.62	75.88	57.68	75.89	74.29	59.04	75.15	74.00	75.06	75.54	76.56	56.38	56.48	50.13	57.27	57.70	57.72
328	372	24	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	88.00	75.77	74.68	58.54	75.40	76.01	74.88	57.75	57.49	75.60	75.83	77.01	75.27	74.20	57.73	75.96	57.87	75.17	69.98	76.60	56.16	56.40	76.54	55.89	56.67	56.65
329	372	24	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	75.07	57.28	75.30	57.41	75.39	56.24	74.75	57.72	76.16	75.59	75.40	55.50	75.32	76.08	57.30	75.34	75.89	87.74	75.97	77.29	56.44	56.29	76.30	56.42	56.47	56.29
330	372	24	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	69.46	59.50	58.08	59.25	74.60	75.90	74.68	75.24	69.40	75.33	69.50	57.82	75.92	73.44	58.29	74.93	59.13	90.11	69.71	76.02	56.58	57.03	56.58	57.72	57.70	57.15
331	372	24	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	74.48	75.83	74.96	74.84	74.69	76.17	74.07	75.07	75.01	75.69	76.46	76.28	69.65	76.40	75.51	76.39	76.51	76.35	75.88	76.02	56.92	56.60	76.05	56.98	76.30	55.20
348	372	24	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	75.24	58.63	75.12	58.36	74.86	75.33	74.92	74.98	68.62	75.67	75.91	57.04	91.81	69.48	58.31	75.23	58.53	75.35	57.45	57.23	56.76	57.23	57.05	56.89	76.35	55.61
349	372	24	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	74.23	75.03	74.23	74.68	74.35	76.45	73.59	57.70	75.62	74.91	57.58	57.45	75.04	74.34	57.64	74.78	75.33	91.67	75.91	55.75	56.76	56.77	75.49	55.92	56.84	58.61
350	372	24	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	75.32	74.43	74.44	75.28	75.67	75.85	75.85	58.49	91.40	74.96	75.91	56.91	75.44	74.76	58.34	75.52	69.29	75.22	76.52	56.98	75.02	57.09	75.93	57.45	76.34	56.11
351	372	24	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	74.84	58.29	74.44	74.17	75.60	75.63	75.27	57.90	75.26	74.46	76.36	70.37	75.58	75.17	74.98	75.12	76.49	75.35	75.52	56.73	56.51	57.75	76.01	56.73	56.39	75.85
368	372	24	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	90.83	93.37	93.21	91.63	91.23	90.11	89.94	90.82	88.77	91.15	90.99	89.94	92.36	91.47	90.98	90.29	90.56	91.03	91.67	90.12	92.67	92.41	93.58	91.59	93.95	89.91
369	372	24	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	90.01	90.98	91.70	90.62	91.59	89.05	91.40	92.54	90.10	91.76	92.52	89.69	89.43	90.58	90.88	89.83	91.84	91.02	90.08	90.19	92.07	90.61	92.03	89.98	91.26	90.46
370	372	24	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	92.85	92.44	90.40	92.92	90.20	89.08	90.93	93.35	90.37	91.03	90.88	89.53	91.33	92.05	90.87	91.15	90.98	90.24	92.49	91.19	94.07	93.41	93.01	89.61	90.26	89.99
371	372	24	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	90.50	91.07	91.15	89.85	91.66	90.57	88.39	90.06	92.24	89.55	91.79	88.21	89.36	91.39	91.69	91.75	91.63	93.03	92.48	91.57	92.11	89.11	92.41	90.70	89.92	90.64
388	372	24	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	90.89	93.87	92.51	91.44	91.76	90.00	93.03	92.42	90.51	91.94	91.65	92.09	91.77	93.13	92.65	93.11	91.52	92.65	93.88	90.92	92.36	93.25	93.95	92.39	92.60	91.55
389	372	24	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	93.00	91.93	91.91	91.36	93.89	92.47	90.53	91.28	91.45	91.67	93.24	89.37	90.08	91.32	91.32	92.53	91.20	92.08	92.56	92.21	92.11	90.49	93.25	91.46	92.38	90.40
390	372	24	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	92.54	93.57	93.01	91.57	92.33	90.46	92.27	91.92	91.22	90.99	92.12	90.43	92.15	91.70	91.38	92.29	94.34	92.33	93.14	92.61	93.14	92.68	93.11	92.95	92.03	89.00
391	372	24	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	93.26	91.16	92.77	91.46	92.01	90.44	90.98	92.43	92.87	95.37	92.38	91.08	91.86	93.07	92.54	92.38	91.10	93.15	92.61	91.38	93.91	93.20	93.06	91.44	93.78	91.79
408	372	24	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	92.07	94.88	93.48	91.53	92.45	93.17	90.13	93.24	91.17	93.52	92.97	92.31	91.92	94.08	90.18	93.24	93.59	90.99	93.07	91.54	93.54	92.22	93.28	92.48	93.03	93.06
409	372	24	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	92.99	93.33	92.68	91.94	93.27	91.94	90.34	91.30	91.43	90.41	93.37	91.49	93.45	92.05	94.67	91.56	92.12	92.05	93.47	92.67	94.24	93.06	93.19	93.98	93.37	91.97
410	372	24	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	92.94	91.10	91.24	90.89	93.79	89.91	92.70	91.68	91.79	91.86	92.35	92.90	91.06	92.67	92.45	91.98	93.02	92.27	91.25	91.80	92.60	89.83	93.77	91.22	91.74	92.38
411	372	24	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	91.72	91.99	92.92	91.03	90.51	91.32	91.49	90.13	92.73	92.32	92.83	91.06	91.68	91.66	90.54	92.49	92.38	92.46	93.14	91.29	92.05	92.23	93.17	92.71	89.91	91.68
428	372	24	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	90.66	91.06	92.29	89.81	90.60	91.99	91.38	91.66	90.86	91.53	90.92	90.07	91.42	92.20	92.04	90.62	92.42	90.74	92.23	91.95	90.65	92.24	91.68	92.05	91.14	90.11
429	372	24	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	90.95	90.87	91.63	90.81	91.02	89.93	92.35	92.60	91.21	88.52	91.81	91.20	93.12	92.97	91.71	92.19	93.48	90.43	93.80	91.66	92.18	93.44	92.07	93.14	92.02	89.95
430	372	24	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	91.72	92.89	93.36	91.45	92.76	90.41	92.45	91.52	90.07	91.35	91.04	91.62	93.32	94.51	91.17	93.42	92.73	91.14	92.52	93.03	94.17	91.61	92.11	92.77	90.13	91.02
431	372	24	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	92.01	91.50	89.60	91.66	91.10	90.89	90.91	91.50	91.81	89.87	92.98	90.16	90.25	92.58	92.29	92.45	91.75	91.67	91.20	89.78	91.52	91.38	93.41	91.07	93.28	92.15
448	372	24	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	93.64	92.13	94.18	89.82	94.28	90.70	91.85	91.54	91.93	90.51	93.03	90.16	92.23	93.14	91.57	90.54	92.64	91.27	91.54	91.56	91.97	92.97	92.53	93.45	92.50	91.67
449	372	24	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	91.31	92.88	89.98	91.77	92.22	93.27	93.43	92.53	92.34	93.87	92.12	90.49	92.50	91.06	92.19	92.48	92.27	92.20	91.57	90.21	92.44	92.94	91.21	89.84	92.27	92.09
450	372	24	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	91.52	94.22	92.13	91.80	92.36	90.77	92.37	91.74	89.04	90.02	92.48	93.11	92.33	92.32	91.52	92.39	90.92	90.60	93.60	90.72	93.75	92.12	93.26	93.32	91.52	90.79
451	372	24	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	92.74	92.24	93.13	92.84	92.84	91.81	92.91	91.36	91.56	93.14	91.53	91.27	91.73	91.53	90.64	91.98	93.23	91.97	91.92	91.78	92.30	93.33	92.73	92.75	93.55	91.99
468	372	24	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	91.21	92.51	94.13	91.68	92.54	90.30	91.93	91.53	90.43	93.87	93.36	91.42	92.47	92.16	92.70	93.08	92.15	94.24	93.18	92.67	75.16	92.46	93.47	92.31	94.05	90.64
469	372	24	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	91.42	92.16	93.00	92.96	94.02	91.03	92.48	91.37	93.31	92.52	91.90	91.89	91.41	93.16	92.13	89.93	90.71	92.16	92.74	93.83	92.72	93.87	93.72	78.12	94.06	90.63
470	372	24	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	91.59	92.46	92.98	90.19	94.04	93.81	91.84	93.84	93.04	90.10	93.42	91.56	92.58	93.18	92.88	92.80	91.60	93.39	93.07	94.01	94.24	93.36	91.83	91.45	93.85	94.45
471	372	24	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	93.34	92.51	95.01	93.81	94.02	92.33	91.79	91.25	92.66	91.94	91.54	90.99	93.90	91.73	90.29	91.97	92.85	93.61	91.51	93.58	72.72	92.69	92.88	93.67	93.84	91.43
488	372	24	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	70.66	58.30	58.49	58.45	58.05	75.96	67.42	58.09	74.84	56.70	69.62	70.32	69.77	68.91	57.85	76.10	68.54	69.43	76.65	76.66	56.81	56.44	56.86	55.81	55.95	56.23
489	372	24	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	69.24	69.65	58.23	58.51	59.27	57.32	75.22	57.85	58.51	68.00	76.25	68.53	74.97	58.12	58.38	68.74	75.12	75.27	57.17	56.80	57.18	56.05	76.67	57.97	57.47	55.57
490	372	24	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	58.66	69.71	59.04	58.46	57.61	68.68	68.37	57.52	58.05	69.40	75.63	57.91	69.72	57.54	57.97	56.52	57.32	74.42	70.20	54.90	56.84	56.43	76.58	75.97	55.80	57.09
491	372	24	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	68.99	59.22	59.25	58.86	69.12	57.57	74.43	57.65	74.44	58.80	75.63	69.65	74.73	49.23	58.61	75.18	58.11	57.36	75.84	75.11	46.46	47.91	44.56	58.21	57.09	58.49
508	372	24	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	60.60	59.06	58.71	58.40	68.33	58.00	74.60	58.45	68.00	58.97	57.75	68.90	74.87	48.00	58.73	58.11	58.71	68.92	56.20	57.08	57.78	56.89	56.81	58.65	57.40	75.23
509	372	24	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	60.42	59.02	58.47	58.23	59.15	76.16	68.50	58.44	58.20	57.63	75.65	69.68	74.54	69.93	58.83	75.10	57.48	57.89	75.53	57.26	57.44	57.53	76.11	58.24	45.63	75.03
510	372	24	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	92.23	58.66	58.43	58.36	58.66	57.50	74.29	67.90	46.68	58.30	57.52	56.79	74.98	74.07	58.06	69.74	74.83	74.61	75.10	74.85	57.45	45.50	44.36	57.04	57.35	56.71
511	372	24	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	74.38	57.74	69.08	58.29	58.18	57.28	74.11	58.31	57.62	58.37	75.36	55.22	68.33	75.08	58.68	69.65	47.20	74.21	69.37	77.39	58.44	57.11	56.71	55.85	56.92	75.77
528	372	24	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	74.48	59.05	59.14	58.47	69.14	75.11	68.40	57.85	56.20	57.98	57.68	76.83	46.14	58.77	57.13	69.19	58.32	68.92	57.66	69.08	58.43	44.27	76.25	56.87	57.48	55.32
529	372	24	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	67.54	58.64	58.19	58.48	58.65	58.53	73.65	57.71	57.99	58.84	57.60	58.77	75.31	90.83	58.45	68.53	57.55	58.15	58.25	56.75	58.31	57.23	57.75	56.70	47.24	58.14
530	372	24	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	73.40	59.72	59.82	58.30	58.68	57.87	76.06	57.09	68.42	47.92	69.26	58.34	75.49	48.61	58.52	69.42	57.18	57.83	57.14	57.26	44.64	55.90	75.17	58.23	75.79	56.43
531	372	24	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	74.25	58.31	58.50	57.87	68.61	58.74	74.47	58.09	75.80	66.90	58.09	57.95	74.24	46.64	58.26	76.17	59.72	59.12	57.26	56.53	57.75	46.65	76.76	57.77	58.03	58.30
548	372	24	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	91.21	91.87	91.22	90.70	91.48	91.88	90.55	91.05	88.99	92.54	92.51	89.49	91.03	90.46	91.57	90.43	92.32	92.45	90.90	90.57	92.49	92.21	93.53	91.67	92.07	90.67
549	372	24	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	92.28	90.39	90.74	88.61	90.72	90.39	91.10	93.35	89.99	90.06	92.23	90.58	89.68	91.34	92.45	90.41	93.07	94.35	92.28	89.14	91.41	90.83	93.14	89.72	89.38	90.51
550	372	24	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	91.59	91.03	93.24	91.67	90.12	90.98	91.76	91.44	91.94	91.47	91.49	91.52	91.59	92.66	93.06	89.98	93.20	92.54	93.51	89.17	92.94	91.70	91.67	92.83	93.47	89.12
551	372	24	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	89.87	92.52	90.64	91.89	92.04	90.02	91.24	91.87	92.27	91.87	91.66	89.71	90.11	90.11	91.50	91.11	93.08	91.93	92.65	91.31	92.00	91.09	92.82	90.74	90.84	89.58
568	372	24	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	91.87	91.44	91.98	90.20	91.50	90.48	92.01	90.65	92.58	93.67	91.26	90.81	93.40	90.90	91.10	90.92	89.54	91.86	92.17	88.98	93.62	93.62	92.92	92.57	90.87	89.76
569	372	24	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	89.94	91.04	92.09	92.69	91.55	90.72	91.85	92.19	87.74	89.30	91.54	91.89	90.34	90.91	90.18	92.17	92.88	90.32	92.02	91.89	92.09	91.02	91.55	92.20	90.64	89.17
570	372	24	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	90.58	90.48	91.25	92.96	93.84	91.21	90.95	92.49	92.36	90.75	91.54	91.41	90.66	92.57	93.56	92.02	91.62	93.09	91.96	92.39	92.31	93.74	91.46	91.99	92.79	91.97
571	372	24	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	92.67	92.81	92.02	91.29	92.97	91.77	91.20	93.50	93.62	90.33	92.55	88.73	90.89	92.97	93.71	91.15	91.80	90.73	93.57	92.16	92.67	91.58	92.28	92.95	92.38	90.99
588	372	24	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	92.17	92.76	94.99	90.33	94.20	92.63	93.33	90.39	92.23	94.09	92.16	91.78	91.98	92.52	92.32	90.92	90.64	89.63	92.17	92.81	91.96	91.07	93.51	93.09	91.69	91.44
589	372	24	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	91.69	91.59	93.20	92.38	91.66	92.79	92.96	92.21	92.64	92.89	93.03	91.03	92.53	91.21	91.15	91.21	91.47	91.98	92.76	92.15	92.79	92.09	93.52	92.88	92.50	92.59
590	372	24	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	90.67	93.42	91.36	92.42	92.52	91.77	90.76	92.27	91.14	93.06	90.96	92.21	93.16	91.82	92.62	90.09	92.32	92.55	91.16	92.16	92.64	91.80	94.20	90.69	93.40	90.61
591	372	24	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	91.43	91.98	95.22	92.48	94.13	89.54	90.96	92.25	90.75	92.58	92.31	92.15	91.00	94.19	91.51	90.37	92.94	92.17	90.35	92.69	94.10	91.62	92.96	91.98	93.10	92.83
608	372	24	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	92.21	91.75	92.53	89.72	90.79	89.35	90.67	89.59	92.14	92.76	92.10	89.73	92.20	91.89	91.90	90.83	92.97	91.77	93.21	91.76	91.77	94.46	93.91	92.39	92.53	91.82
609	372	24	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	93.19	73.40	92.34	90.73	93.19	90.44	90.69	92.26	91.30	93.46	91.09	92.29	91.98	93.57	91.58	92.49	90.24	91.39	91.42	91.28	92.02	93.14	91.83	92.92	90.92	92.45
610	372	24	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	91.28	92.12	92.19	91.05	92.82	91.82	91.02	90.96	92.41	92.10	91.57	90.11	91.19	93.76	91.70	90.41	93.24	92.72	93.00	91.52	92.12	91.39	91.53	92.10	90.64	91.78
611	372	24	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	90.03	89.75	90.99	91.69	94.15	91.82	91.87	92.02	90.25	93.08	92.15	90.98	88.79	91.45	90.56	91.24	92.88	91.77	93.03	88.75	94.95	90.66	93.53	92.30	91.20	91.78
628	372	24	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	92.74	91.60	93.01	90.95	92.07	90.67	90.66	92.14	92.34	91.91	93.68	92.06	91.20	93.96	90.69	89.77	91.79	91.88	91.33	90.79	94.43	90.84	94.22	91.90	92.84	93.20
629	372	24	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	92.02	91.50	92.70	91.48	91.96	91.56	92.25	91.30	91.75	89.43	91.06	89.89	91.27	92.23	74.18	93.46	93.69	91.43	92.64	93.15	93.05	93.34	93.13	91.66	71.69	92.03
630	372	24	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	93.54	91.95	91.99	92.59	91.30	92.07	90.52	91.80	90.62	93.12	90.83	92.25	92.76	93.43	91.34	92.33	91.23	93.71	92.87	92.30	93.17	92.68	93.17	92.14	90.05	92.49
631	372	24	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	93.02	92.40	90.87	90.97	94.24	91.84	93.58	92.38	92.39	92.65	93.02	90.69	94.22	93.76	90.53	93.07	92.62	92.16	89.63	92.63	93.65	93.47	92.60	90.86	92.37	91.72
648	372	24	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	91.67	92.32	94.20	93.59	93.91	92.53	91.46	92.27	91.94	92.71	92.03	91.84	92.18	93.64	93.45	92.24	92.76	92.20	92.59	93.37	92.62	91.77	93.74	91.50	92.61	92.70
649	372	24	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	93.65	92.48	92.10	91.37	91.84	90.26	93.11	91.12	92.88	92.08	92.00	92.34	91.87	90.73	92.14	93.44	92.47	93.00	94.13	94.03	72.31	92.55	92.29	92.64	91.38	90.27
650	372	24	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	92.30	90.44	94.31	91.87	92.02	92.24	92.29	90.92	90.67	93.25	93.69	91.04	93.60	92.64	92.89	92.20	91.50	94.46	93.01	94.38	93.21	93.45	93.35	93.38	93.68	92.26
651	372	24	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	91.47	93.04	91.90	92.92	92.54	91.75	93.93	92.72	90.37	91.59	92.08	93.25	92.91	93.88	91.97	93.14	92.02	93.37	92.54	92.45	93.80	92.36	92.87	91.23	91.49	92.85
668	372	24	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	73.61	57.96	58.08	58.37	58.67	75.73	73.79	57.40	58.24	57.86	69.96	57.10	74.63	58.49	58.74	74.74	59.02	74.51	76.05	55.70	75.55	56.32	76.98	56.96	45.86	57.24
669	372	24	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	73.89	58.18	58.61	58.12	74.44	56.75	74.91	69.19	56.82	69.21	75.33	76.57	69.18	56.74	57.61	74.80	74.76	75.08	75.61	76.11	76.09	56.99	56.65	56.48	57.84	69.44
670	372	24	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	73.71	58.60	68.47	58.83	68.50	74.62	58.22	58.10	68.95	67.31	58.04	57.22	74.51	58.35	57.89	75.29	74.66	74.68	57.75	75.84	57.52	58.58	57.11	57.02	57.04	57.75
671	372	24	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	68.83	58.79	74.31	59.01	58.58	56.99	68.69	58.04	57.73	58.67	76.10	70.92	74.52	47.84	75.34	75.39	57.67	75.61	57.78	70.04	47.72	57.51	75.69	57.30	56.65	57.55
688	372	24	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	73.89	68.78	68.90	58.94	59.13	57.94	66.67	58.40	58.38	58.43	57.88	74.41	74.18	58.09	59.03	74.02	57.91	75.68	57.53	56.79	58.21	56.57	75.29	57.92	57.86	76.57
689	372	24	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	66.07	59.26	58.12	58.41	58.37	67.40	58.75	58.11	57.02	57.65	57.69	57.59	74.02	58.07	57.75	75.05	58.35	57.67	75.37	56.48	57.02	57.07	58.14	57.41	56.61	55.98
690	372	24	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	58.71	58.27	74.55	58.25	59.35	69.93	58.61	58.79	57.98	69.23	75.42	58.61	74.16	74.73	57.98	69.50	57.83	75.91	76.32	75.65	56.43	57.07	57.82	43.71	58.22	58.35
691	372	24	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	74.88	57.38	57.62	58.70	58.41	76.94	74.98	57.80	68.38	56.67	75.99	57.26	74.89	57.79	57.29	75.78	57.26	69.46	56.31	76.71	46.50	57.07	56.32	56.76	90.61	55.28
708	372	24	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	72.94	59.93	58.21	58.72	68.21	75.90	75.42	56.18	58.58	69.54	58.49	58.01	74.43	68.36	59.29	73.61	58.57	68.13	76.11	75.92	57.56	47.67	74.75	57.03	57.36	57.46
709	372	24	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	59.55	58.88	69.19	59.11	59.01	57.75	74.64	46.86	69.32	67.27	69.54	69.81	70.34	58.59	58.37	69.76	57.86	74.77	76.31	56.83	57.50	57.14	76.49	56.50	58.08	56.11
710	372	24	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	73.69	58.35	58.36	57.83	59.16	57.70	75.57	56.94	67.73	58.17	76.41	57.19	68.18	69.90	58.01	74.96	75.26	73.96	57.08	69.60	57.35	55.80	57.14	56.95	46.70	57.63
711	372	24	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	73.12	69.40	58.40	58.67	58.02	58.14	68.93	57.69	69.18	58.12	69.28	70.23	75.69	70.41	57.96	74.32	57.81	67.20	69.51	76.41	57.29	57.09	45.98	57.06	44.31	56.59

The global mean maximum row:

	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26	average_map
430	89.29	89.66	90.38	90.97	89.53	89.64	90.16	87.66	89.12	89.63	90.84	91.52	90.65	89.50	91.22	90.41	91.10	88.94	89.75	92.02	89.26	89.86	89.29	90.83	90.41	89.49	90.043462
550	88.98	90.75	89.99	90.73	89.13	89.34	88.65	88.98	89.77	90.25	90.93	91.44	89.89	90.33	90.31	89.80	90.61	88.51	90.95	90.95	90.61	89.94	88.11	88.65	88.33	88.10	89.770385
450	89.78	90.05	88.25	89.61	90.52	90.23	88.77	89.71	89.27	90.44	91.63	92.44	90.48	89.82	88.14	89.60	89.48	88.91	90.52	90.32	88.35	89.65	88.62	89.58	89.21	89.86	89.740000
389	88.67	89.16	90.75	90.39	89.62	90.56	89.44	90.28	89.34	90.00	90.28	90.14	88.75	88.24	89.65	91.46	89.23	89.12	90.83	90.70	89.34	89.33	89.51	89.38	90.15	88.39	89.719615
409	90.62	89.87	90.01	90.26	88.91	89.89	88.92	88.97	88.51	88.99	90.91	88.59	91.09	89.57	90.19	90.66	89.12	89.24	90.99	89.55	89.94	89.63	88.89	90.39	89.39	89.58	89.718462
370	90.64	89.35	89.68	89.77	89.18	89.14	87.80	90.68	89.23	88.46	90.14	90.58	90.27	89.02	90.11	89.86	90.20	90.72	89.51	90.30	89.68	91.63	90.06	88.87	89.98	87.37	89.701154
608	89.54	89.37	89.45	91.08	88.39	89.64	88.72	88.43	87.48	90.12	89.88	90.02	89.39	90.78	90.55	90.85	88.91	90.30	89.50	91.03	89.57	90.28	90.26	89.47	90.30	88.53	89.686154
449	89.45	89.75	89.68	89.88	89.62	89.05	89.99	90.04	87.28	90.46	89.88	90.83	89.57	89.13	89.92	89.42	90.58	88.99	91.27	89.20	88.60	89.45	88.32	89.56	89.93	90.51	89.629231
411	89.20	88.57	89.65	90.20	89.86	89.44	90.10	89.37	90.54	89.51	90.72	90.13	89.35	88.82	89.58	90.52	89.82	89.63	89.75	88.80	89.36	91.10	88.59	89.15	88.77	89.68	89.623462
390	88.16	90.56	89.05	88.06	87.84	91.78	90.16	88.56	88.57	88.77	90.33	90.63	90.35	89.02	89.45	90.76	90.09	89.81	90.79	89.85	89.83	90.31	90.22	90.30	89.75	87.19	89.622692

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code

pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
550	372	24	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	88.98	90.75	89.99	90.73	89.13	89.34	88.65	88.98	89.77	90.25	90.93	91.44	89.89	90.33	90.31	89.80	90.61	88.51	90.95	90.95	90.61	89.94	88.11	88.65	88.33	88.10
608	372	24	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	89.54	89.37	89.45	91.08	88.39	89.64	88.72	88.43	87.48	90.12	89.88	90.02	89.39	90.78	90.55	90.85	88.91	90.30	89.50	91.03	89.57	90.28	90.26	89.47	90.30	88.53
368	372	24	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	88.94	90.57	89.37	89.33	89.80	89.22	88.87	90.07	90.12	88.56	90.44	90.00	89.68	88.22	90.47	89.89	87.59	89.95	89.71	89.88	89.33	90.36	90.25	89.16	90.09	88.81
370	372	24	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	90.64	89.35	89.68	89.77	89.18	89.14	87.80	90.68	89.23	88.46	90.14	90.58	90.27	89.02	90.11	89.86	90.20	90.72	89.51	90.30	89.68	91.63	90.06	88.87	89.98	87.37
430	372	24	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	89.29	89.66	90.38	90.97	89.53	89.64	90.16	87.66	89.12	89.63	90.84	91.52	90.65	89.50	91.22	90.41	91.10	88.94	89.75	92.02	89.26	89.86	89.29	90.83	90.41	89.49
570	372	24	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	85.54	87.09	90.79	88.75	90.39	88.43	86.78	89.36	90.23	90.62	90.06	90.99	90.19	89.89	89.80	89.81	89.50	90.14	89.18	90.24	88.11	89.60	88.03	90.09	88.90	90.60
389	372	24	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	88.67	89.16	90.75	90.39	89.62	90.56	89.44	90.28	89.34	90.00	90.28	90.14	88.75	88.24	89.65	91.46	89.23	89.12	90.83	90.70	89.34	89.33	89.51	89.38	90.15	88.39
390	372	24	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	88.16	90.56	89.05	88.06	87.84	91.78	90.16	88.56	88.57	88.77	90.33	90.63	90.35	89.02	89.45	90.76	90.09	89.81	90.79	89.85	89.83	90.31	90.22	90.30	89.75	87.19
391	372	24	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	89.66	89.49	88.37	89.92	90.13	89.30	89.58	90.52	88.98	89.99	89.51	89.64	89.62	89.81	90.31	90.16	89.54	89.81	90.50	90.24	90.06	90.02	87.61	87.93	89.74	87.35
449	372	24	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	89.45	89.75	89.68	89.88	89.62	89.05	89.99	90.04	87.28	90.46	89.88	90.83	89.57	89.13	89.92	89.42	90.58	88.99	91.27	89.20	88.60	89.45	88.32	89.56	89.93	90.51
450	372	24	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	89.78	90.05	88.25	89.61	90.52	90.23	88.77	89.71	89.27	90.44	91.63	92.44	90.48	89.82	88.14	89.60	89.48	88.91	90.52	90.32	88.35	89.65	88.62	89.58	89.21	89.86
591	372	24	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	89.96	89.51	88.40	89.54	89.20	89.69	87.72	89.82	88.90	89.90	89.92	89.82	89.40	90.03	90.19	89.92	88.44	90.02	90.08	90.77	89.02	90.19	88.62	89.94	90.66	88.99
409	372	24	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	90.62	89.87	90.01	90.26	88.91	89.89	88.92	88.97	88.51	88.99	90.91	88.59	91.09	89.57	90.19	90.66	89.12	89.24	90.99	89.55	89.94	89.63	88.89	90.39	89.39	89.58
410	372	24	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	89.35	90.67	88.68	90.16	89.21	89.23	88.68	89.66	89.05	90.11	90.47	91.32	89.71	89.69	90.24	89.27	90.68	89.40	90.16	90.26	90.71	87.33	87.81	88.98	89.41	89.73
470	372	24	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	86.55	91.02	88.10	87.39	89.39	88.80	89.62	90.75	90.15	90.06	89.87	90.47	90.90	89.73	89.71	88.42	89.25	89.82	91.10	91.77	89.90	88.56	88.68	88.27	90.28	90.07

Size of the All data:  (144, 29)
Size of the Sig data:  (15, 34)

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
1	372	24	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	91.59	91.03	93.24	91.67	90.12	90.98	91.76	91.44	91.94	91.47	91.49	91.52	91.59	92.66	93.06	89.98	93.20	92.54	93.51	89.17	92.94	91.70	91.67	92.83	93.47	89.12
6	372	24	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	92.21	91.75	92.53	89.72	90.79	89.35	90.67	89.59	92.14	92.76	92.10	89.73	92.20	91.89	91.90	90.83	92.97	91.77	93.21	91.76	91.77	94.46	93.91	92.39	92.53	91.82
10	372	24	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	90.83	93.37	93.21	91.63	91.23	90.11	89.94	90.82	88.77	91.15	90.99	89.94	92.36	91.47	90.98	90.29	90.56	91.03	91.67	90.12	92.67	92.41	93.58	91.59	93.95	89.91
5	372	24	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	92.85	92.44	90.40	92.92	90.20	89.08	90.93	93.35	90.37	91.03	90.88	89.53	91.33	92.05	90.87	91.15	90.98	90.24	92.49	91.19	94.07	93.41	93.01	89.61	90.26	89.99
0	372	24	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	91.72	92.89	93.36	91.45	92.76	90.41	92.45	91.52	90.07	91.35	91.04	91.62	93.32	94.51	91.17	93.42	92.73	91.14	92.52	93.03	94.17	91.61	92.11	92.77	90.13	91.02
14	372	24	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	90.58	90.48	91.25	92.96	93.84	91.21	90.95	92.49	92.36	90.75	91.54	91.41	90.66	92.57	93.56	92.02	91.62	93.09	91.96	92.39	92.31	93.74	91.46	91.99	92.79	91.97
3	372	24	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	93.00	91.93	91.91	91.36	93.89	92.47	90.53	91.28	91.45	91.67	93.24	89.37	90.08	91.32	91.32	92.53	91.20	92.08	92.56	92.21	92.11	90.49	93.25	91.46	92.38	90.40
8	372	24	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	92.54	93.57	93.01	91.57	92.33	90.46	92.27	91.92	91.22	90.99	92.12	90.43	92.15	91.70	91.38	92.29	94.34	92.33	93.14	92.61	93.14	92.68	93.11	92.95	92.03	89.00
13	372	24	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	93.26	91.16	92.77	91.46	92.01	90.44	90.98	92.43	92.87	95.37	92.38	91.08	91.86	93.07	92.54	92.38	91.10	93.15	92.61	91.38	93.91	93.20	93.06	91.44	93.78	91.79
7	372	24	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	91.31	92.88	89.98	91.77	92.22	93.27	93.43	92.53	92.34	93.87	92.12	90.49	92.50	91.06	92.19	92.48	92.27	92.20	91.57	90.21	92.44	92.94	91.21	89.84	92.27	92.09
2	372	24	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	91.52	94.22	92.13	91.80	92.36	90.77	92.37	91.74	89.04	90.02	92.48	93.11	92.33	92.32	91.52	92.39	90.92	90.60	93.60	90.72	93.75	92.12	93.26	93.32	91.52	90.79
11	372	24	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	91.43	91.98	95.22	92.48	94.13	89.54	90.96	92.25	90.75	92.58	92.31	92.15	91.00	94.19	91.51	90.37	92.94	92.17	90.35	92.69	94.10	91.62	92.96	91.98	93.10	92.83
4	372	24	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	92.99	93.33	92.68	91.94	93.27	91.94	90.34	91.30	91.43	90.41	93.37	91.49	93.45	92.05	94.67	91.56	92.12	92.05	93.47	92.67	94.24	93.06	93.19	93.98	93.37	91.97
9	372	24	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	92.94	91.10	91.24	90.89	93.79	89.91	92.70	91.68	91.79	91.86	92.35	92.90	91.06	92.67	92.45	91.98	93.02	92.27	91.25	91.80	92.60	89.83	93.77	91.22	91.74	92.38
12	372	24	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	91.59	92.46	92.98	90.19	94.04	93.81	91.84	93.84	93.04	90.10	93.42	91.56	92.58	93.18	92.88	92.80	91.60	93.39	93.07	94.01	94.24	93.36	91.83	91.45	93.85	94.45

Size of the test data:  (15, 34)

Average & Std Deviation of the Significant rows:

	mean	std
mAP_valid_abs_values_12	90.562000	0.931038
mAP_valid_abs_values_20	90.472000	0.764033
mAP_valid_abs_values_11	90.339333	0.550681
mAP_valid_abs_values_19	90.322667	0.671794
mAP_valid_abs_values_16	90.019333	0.741393
mAP_valid_abs_values_15	90.017333	0.673821
mAP_valid_abs_values_13	89.996000	0.638344
mAP_valid_abs_values_2	89.791333	0.953489
mAP_valid_abs_values_25	89.768667	0.625561
mAP_valid_abs_values_10	89.757333	0.713347
mAP_valid_abs_values_22	89.742667	0.941150
mAP_valid_abs_values_4	89.722667	1.026655
mAP_valid_abs_values_17	89.621333	0.939976
mAP_valid_abs_values_6	89.596000	0.807463
mAP_valid_abs_values_18	89.578667	0.617401
mAP_valid_abs_values_8	89.566000	0.898887
mAP_valid_abs_values_14	89.518667	0.700570
mAP_valid_abs_values_21	89.487333	0.751869
mAP_valid_abs_values_24	89.426667	0.809344
mAP_valid_abs_values_3	89.396667	0.898790
mAP_valid_abs_values_5	89.390667	0.703618
mAP_valid_abs_values_9	89.066667	0.869258
mAP_valid_abs_values	89.008667	1.382848
mAP_valid_abs_values_26	88.971333	1.131256
mAP_valid_abs_values_23	88.952000	0.926539
mAP_valid_abs_values_7	88.924000	0.959366

We then apply the hyperparameters to the test set and average the results.

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)

	mean	std
mAP_test_abs_values_21	93.230667	0.877427
mAP_test_abs_values_23	92.758667	0.869030
mAP_test_abs_values_25	92.478000	1.199989
mAP_test_abs_values_5	92.465333	1.386701
mAP_test_abs_values_19	92.465333	0.942571
mAP_test_abs_values_14	92.447333	0.988422
mAP_test_abs_values_22	92.442000	1.237914
mAP_test_abs_values_3	92.394000	1.309672
mAP_test_abs_values_2	92.306000	1.083676
mAP_test_abs_values_15	92.133333	1.070965
mAP_test_abs_values_11	92.122000	0.824086
mAP_test_abs_values_17	92.104667	1.078066
mAP_test_abs_values	92.024000	0.859076
mAP_test_abs_values_18	92.003333	0.917478
average_map	91.997487	0.390448
mAP_test_abs_values_24	91.921333	1.194295
mAP_test_abs_values_13	91.898000	0.947871
mAP_test_abs_values_8	91.878667	1.024171
mAP_test_abs_values_16	91.764667	1.023467
mAP_test_abs_values_20	91.730667	1.282578
mAP_test_abs_values_10	91.692000	1.451138
mAP_test_abs_values_4	91.587333	0.873478
mAP_test_abs_values_7	91.474667	1.006734
mAP_test_abs_values_9	91.305333	1.289717
mAP_test_abs_values_26	91.302000	1.471181
mAP_test_abs_values_12	91.088667	1.158477
mAP_test_abs_values_6	90.916667	1.403077

Summary:

Code

def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1


res_valid_mwu_24['id'] = res_valid_mwu_24.index.to_series().apply(extract_number)
res_test_mwu_24['id'] = res_test_mwu_24.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_24,res_test_mwu_24])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_24 = res_test_mwu_24.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_24 =  res_valid_mwu_24.reset_index(drop=True)
res_valid_mwu_24.columns = ['valid_score', 'std', 'id']
res_valid_mwu_24 = res_valid_mwu_24[['valid_score', 'id']]

res_test_mwu_24.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_24 = res_test_mwu_24[['test_score', 'id']]


result_merged_mwu_24 = pd.merge(res_valid_mwu_24,res_test_mwu_24,on='id')


result_merged_mwu_24.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_24 = result_merged_mwu_24[['id','valid_score','test_score']]

html_table = result_merged_mwu_24.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

	id	valid_score	test_score
0	12	90.562000	91.088667
1	20	90.472000	91.730667
2	11	90.339333	92.122000
3	19	90.322667	92.465333
4	16	90.019333	91.764667
5	15	90.017333	92.133333
6	13	89.996000	91.898000
7	2	89.791333	92.306000
8	25	89.768667	92.478000
9	10	89.757333	91.692000
10	22	89.742667	92.442000
11	4	89.722667	91.587333
12	17	89.621333	92.104667
13	6	89.596000	90.916667
14	18	89.578667	92.003333
15	8	89.566000	91.878667
16	14	89.518667	92.447333
17	21	89.487333	93.230667
18	24	89.426667	91.921333
19	3	89.396667	92.394000
20	5	89.390667	92.465333
21	9	89.066667	91.305333
22	1	89.008667	92.024000
23	26	88.971333	91.302000
24	23	88.952000	92.758667
25	7	88.924000	91.474667

Code

#%%

dt_valid  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")



output_size = 16

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
4	372	16	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	76.81	86.83	85.74	86.59	85.89	87.40	86.99	85.96	85.09	87.57	87.76	89.02	85.60	84.97	87.39	84.07	87.41	87.17	87.28	87.29	75.83	88.30	88.08	86.72	75.28	83.69
5	372	16	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	84.79	42.66	86.44	87.22	85.38	86.98	87.71	88.38	87.38	42.66	88.76	87.38	88.76	86.65	84.88	90.81	88.43	88.71	87.03	90.25	88.69	87.15	88.50	87.71	88.35	73.50
6	372	16	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	86.53	87.15	83.56	85.19	76.63	85.49	86.19	88.88	86.61	86.92	90.45	88.25	86.27	89.57	89.38	88.88	86.24	87.83	89.48	88.90	88.33	87.15	87.43	87.16	87.42	72.73
7	372	16	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	86.90	79.28	86.62	85.30	83.63	88.21	88.11	86.14	87.21	86.54	89.86	90.41	87.30	88.95	87.54	89.92	88.30	87.24	89.37	88.06	87.83	73.92	87.63	88.80	79.01	86.30
24	372	16	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	87.73	86.07	85.11	87.46	74.43	90.07	88.00	85.87	85.75	87.98	87.49	91.00	87.46	90.03	79.23	87.69	87.08	86.04	89.12	87.83	88.22	87.90	84.08	86.67	87.52	74.22
25	372	16	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	86.39	89.13	85.19	84.70	86.48	87.97	86.07	42.66	87.75	86.18	90.49	87.17	87.09	86.08	87.04	87.81	88.04	89.00	87.64	89.65	75.20	88.80	88.97	87.35	88.37	86.02
26	372	16	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	83.61	87.75	86.01	79.09	88.49	89.67	85.60	87.04	89.68	86.97	90.60	86.18	87.70	87.07	88.43	88.71	89.49	87.69	42.66	87.53	87.93	87.46	72.56	85.83	85.20	87.21
27	372	16	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	87.00	85.52	87.56	87.97	87.32	88.52	89.09	88.13	86.24	86.71	89.34	91.15	87.59	89.55	90.45	88.77	88.55	87.76	87.21	92.27	87.66	88.78	88.23	87.99	88.00	87.91
44	372	16	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	86.10	85.01	86.57	76.14	84.82	88.06	86.78	78.57	85.90	87.95	91.95	90.70	87.33	86.18	87.65	85.41	86.87	89.42	88.08	92.05	87.94	87.24	89.03	88.34	81.16	89.31
45	372	16	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	86.29	84.28	86.83	87.23	86.73	90.79	86.02	89.60	88.82	88.68	88.48	89.63	87.08	87.08	88.05	88.59	89.46	88.71	88.62	91.07	87.84	89.29	88.56	89.23	89.19	86.83
46	372	16	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	86.43	87.88	84.51	87.26	86.63	87.85	86.70	87.73	88.73	86.00	88.60	92.22	87.69	89.16	89.36	88.56	86.40	87.68	88.69	88.80	87.40	84.03	88.39	86.59	89.06	89.21
47	372	16	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	85.59	85.91	87.46	87.14	87.03	90.76	86.29	89.10	88.68	87.07	88.02	87.49	88.21	86.64	90.77	88.32	89.55	88.15	87.68	90.73	89.28	89.20	85.76	87.90	90.27	75.40
64	372	16	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	73.14	64.77	73.77	42.66	64.38	74.07	73.81	64.07	65.27	74.69	75.60	56.19	73.53	64.40	63.23	73.89	64.39	75.35	75.15	64.05	64.03	65.30	73.07	64.47	64.40	64.84
65	372	16	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	74.10	73.95	65.33	72.98	74.11	69.55	74.73	64.59	73.00	74.88	74.40	74.67	69.85	74.47	63.07	71.09	63.20	74.79	74.94	62.94	62.64	63.67	55.51	63.84	64.04	64.49
66	372	16	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	73.32	64.59	73.98	74.08	73.99	74.65	73.34	64.07	73.51	73.81	75.50	74.66	74.64	63.59	62.55	73.39	74.96	69.91	73.76	62.11	62.52	64.32	62.95	62.99	63.78	64.18
67	372	16	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	73.14	64.84	72.63	64.84	73.31	55.73	73.09	74.18	74.32	65.14	74.93	74.64	70.22	74.78	63.43	85.52	63.58	74.73	64.25	75.28	63.56	64.64	73.90	64.45	65.14	64.70
84	372	16	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	73.72	64.09	73.90	64.45	74.24	75.43	74.45	64.31	73.80	64.43	74.60	74.41	74.37	63.55	62.88	84.93	63.90	75.09	70.95	75.10	62.87	63.09	62.92	64.92	63.31	63.92
85	372	16	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	73.84	73.58	73.13	63.99	74.56	74.20	73.88	75.16	74.17	74.92	73.88	63.22	74.49	75.16	42.66	73.56	62.68	74.93	74.15	63.45	62.33	64.38	63.83	64.06	64.53	63.80
86	372	16	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	68.85	74.13	73.01	64.54	73.88	74.10	73.38	73.88	74.63	75.18	75.67	63.82	74.40	74.39	64.04	73.88	55.53	75.13	76.16	62.54	73.90	65.01	73.42	64.56	64.71	63.99
87	372	16	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	74.04	64.52	73.25	74.12	74.27	74.69	73.62	63.87	74.79	74.85	74.42	74.65	74.90	74.62	75.61	74.64	74.91	75.00	74.86	75.37	64.12	64.17	63.37	63.85	63.67	64.22
104	372	16	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	74.41	75.15	73.90	73.88	64.81	86.52	75.12	64.30	74.14	74.35	62.53	75.09	74.35	74.05	63.44	63.63	74.32	75.67	75.14	70.16	63.76	63.16	63.12	63.72	63.92	63.84
105	372	16	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	73.91	64.81	74.60	64.96	68.33	84.86	74.43	63.11	73.69	86.58	75.45	63.23	73.59	75.20	64.07	70.19	74.79	74.16	75.88	74.30	63.55	62.31	62.21	63.69	62.98	64.01
106	372	16	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	72.63	63.62	73.82	65.31	64.09	74.59	74.10	75.12	73.93	74.40	75.34	63.44	68.98	69.57	75.25	63.33	63.30	74.12	63.69	74.19	63.69	62.84	72.14	63.74	63.42	63.12
107	372	16	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	73.63	64.18	72.82	64.65	74.09	74.14	74.93	74.62	75.48	73.84	74.42	75.19	75.19	64.31	64.31	73.90	63.65	64.07	62.94	75.35	64.24	63.31	64.52	64.31	62.71	63.57
124	372	16	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	72.42	64.90	73.82	65.04	73.56	73.39	73.10	64.66	74.87	74.19	74.61	74.91	74.35	74.85	64.32	74.71	74.33	74.98	74.38	74.35	63.58	64.45	73.74	64.76	64.46	65.70
125	372	16	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	73.85	64.79	72.93	63.37	73.86	74.92	69.15	64.52	74.41	74.29	75.13	63.27	75.14	74.83	63.50	74.60	74.60	73.93	75.08	63.26	73.42	63.28	64.49	64.76	64.36	64.29
126	372	16	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	73.81	73.56	65.33	65.13	64.34	74.95	74.12	65.31	74.13	65.06	74.80	75.69	73.87	74.55	64.48	74.46	74.38	74.64	75.17	74.92	63.84	64.22	64.72	64.09	64.50	65.01
127	372	16	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	72.92	65.76	71.83	64.55	64.57	74.85	73.12	74.37	74.36	56.36	63.67	63.21	74.70	63.10	64.07	75.15	63.55	74.89	64.13	63.50	64.00	64.57	63.59	65.47	63.75	64.68
144	372	16	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	73.91	65.18	42.66	73.93	73.13	63.34	72.61	64.56	72.80	69.71	74.35	64.04	75.70	64.08	63.21	74.63	69.12	74.72	74.89	64.07	63.30	63.35	64.82	63.84	64.97	85.15
145	372	16	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	74.10	65.80	72.88	65.03	73.38	64.00	73.07	74.57	74.87	71.14	74.17	73.86	74.63	73.35	63.82	68.79	63.82	74.36	75.15	74.59	62.94	63.37	63.31	64.29	63.86	64.12
146	372	16	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	72.81	74.66	73.11	64.04	64.81	75.19	73.53	64.45	69.55	74.59	74.66	62.79	82.18	75.11	62.94	74.97	63.83	74.34	62.96	75.41	73.10	64.12	63.89	64.45	73.23	64.85
147	372	16	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	73.43	72.63	73.49	63.77	74.37	74.45	73.61	74.65	69.25	74.61	74.16	62.91	75.00	74.62	55.78	75.21	62.80	74.75	74.91	63.19	63.17	63.38	64.55	64.17	63.87	64.41
164	372	16	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	73.64	64.07	74.38	64.81	74.41	75.13	74.31	63.95	74.77	74.34	74.38	75.11	74.37	74.86	63.92	75.81	63.84	69.62	74.11	74.15	73.64	65.15	74.16	64.06	64.06	63.79
165	372	16	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	74.15	73.97	73.92	73.87	74.11	73.94	73.36	73.91	69.54	75.11	75.30	74.41	74.92	75.49	64.37	74.09	63.58	75.88	74.16	63.72	62.16	63.11	72.92	62.82	63.92	64.55
166	372	16	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	73.86	73.37	72.88	74.14	73.63	74.36	73.54	74.68	87.59	63.97	63.44	74.14	73.57	63.26	64.31	74.38	63.86	74.81	74.58	63.33	63.56	65.21	64.28	63.75	64.35	64.45
167	372	16	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	73.58	74.66	73.68	64.04	63.93	63.17	72.63	74.37	75.90	74.16	75.09	75.41	73.85	64.07	62.92	71.09	62.58	73.87	74.60	62.71	63.38	64.17	63.19	64.03	63.45	63.54
184	372	16	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	85.19	78.47	84.86	86.65	82.74	85.76	88.07	86.90	85.60	87.60	88.17	88.50	87.01	87.23	85.71	89.06	88.23	88.13	87.62	87.49	68.42	88.02	74.86	86.77	73.81	85.36
185	372	16	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	84.68	85.24	87.03	87.83	86.33	88.46	88.58	86.54	87.58	85.56	86.92	91.17	87.61	87.56	74.36	86.66	86.65	87.01	90.15	90.17	88.25	87.63	86.53	87.13	87.44	86.19
186	372	16	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	87.20	86.44	85.78	84.43	87.37	87.90	85.00	88.09	86.14	90.14	90.62	86.79	86.06	87.25	89.01	88.20	86.81	86.99	88.61	87.72	85.99	87.31	88.65	87.17	88.47	86.89
187	372	16	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	86.15	87.18	82.23	85.33	74.79	88.25	87.18	74.40	86.07	87.69	89.07	88.35	86.84	86.39	87.64	87.20	87.43	88.53	89.70	87.97	87.37	74.56	88.08	75.01	87.83	87.83
204	372	16	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	87.06	87.63	86.56	86.59	89.19	88.56	85.99	87.42	85.85	87.48	89.54	87.82	87.79	88.76	88.37	88.41	87.50	87.62	86.17	88.72	88.71	42.66	87.18	87.49	86.75	87.97
205	372	16	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	86.56	86.51	87.51	86.33	87.04	88.54	87.96	88.34	86.36	88.05	89.84	90.17	88.40	89.12	85.04	86.81	86.38	87.86	87.07	87.45	87.70	88.61	88.49	89.55	90.35	88.69
206	372	16	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	85.70	88.81	86.97	86.81	84.18	91.05	86.77	90.14	85.01	86.65	89.44	88.72	86.56	89.05	89.58	87.72	87.94	87.92	89.82	88.56	87.86	89.04	86.14	76.15	88.36	87.30
207	372	16	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	87.96	87.76	86.79	84.90	85.63	88.21	86.67	88.63	86.60	86.93	88.88	90.45	88.93	89.63	89.66	89.92	85.92	88.83	90.21	89.60	88.04	88.28	88.96	88.60	87.56	87.89
224	372	16	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	86.95	85.40	86.71	84.48	89.19	89.14	85.27	85.05	87.90	86.91	89.04	90.13	86.37	87.26	88.16	86.14	86.71	88.14	89.95	90.29	88.04	78.85	73.45	88.95	88.21	88.13
225	372	16	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	88.42	86.23	88.32	88.60	87.66	88.37	88.20	87.11	87.94	85.34	87.91	87.57	87.50	84.81	89.18	89.67	87.28	88.47	89.32	88.99	89.29	90.02	88.39	88.43	88.53	88.89
226	372	16	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	85.07	86.78	87.12	84.70	84.56	91.03	87.28	84.58	86.66	88.61	91.25	88.19	88.45	88.07	87.94	88.76	88.86	86.86	88.59	91.87	87.48	87.95	86.26	88.94	88.14	89.89
227	372	16	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	86.78	86.41	84.15	84.81	85.54	87.89	88.69	87.24	87.41	88.43	90.76	90.09	88.51	89.40	87.21	87.74	88.26	88.46	90.23	90.22	87.96	89.03	87.78	88.50	85.98	88.23
244	372	16	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	72.53	74.56	55.64	65.54	65.01	63.41	64.32	64.94	74.59	65.65	75.83	64.05	74.90	63.53	64.08	73.84	63.88	54.84	69.47	63.17	63.88	65.14	62.90	64.41	64.59	65.46
245	372	16	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	73.72	73.98	64.74	64.32	65.31	75.36	74.13	64.59	73.22	74.03	75.36	71.11	74.70	74.87	63.39	74.38	63.83	74.33	75.24	74.82	63.61	63.59	63.13	63.97	64.53	63.76
246	372	16	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	74.18	64.57	64.37	65.18	65.21	75.97	73.32	74.86	74.27	64.97	56.53	74.89	73.82	73.89	63.93	74.37	63.30	73.88	75.22	63.03	63.81	63.40	73.90	63.67	64.54	63.69
247	372	16	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	73.61	73.85	73.79	63.79	64.70	75.35	74.59	65.16	74.57	73.63	74.62	74.88	73.39	74.69	63.09	74.64	74.52	74.78	74.15	74.39	62.51	63.89	72.14	62.95	73.10	64.38
264	372	16	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	73.41	74.70	73.35	65.01	64.34	74.34	73.95	64.56	74.67	63.14	74.12	74.97	75.20	74.51	64.25	84.09	62.77	83.60	63.14	63.15	64.01	64.31	64.17	64.89	64.47	69.52
265	372	16	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	73.14	74.07	74.63	73.62	74.61	74.83	73.39	64.35	74.63	74.60	74.65	74.94	75.16	75.17	62.94	74.64	62.72	75.01	74.16	63.80	63.31	63.69	72.88	63.82	62.88	63.52
266	372	16	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	74.37	64.19	74.62	63.45	63.79	73.92	85.01	63.77	74.69	63.94	75.44	63.19	89.32	74.69	62.56	75.12	75.07	74.67	74.88	74.87	63.48	64.91	64.40	62.91	64.13	62.73
267	372	16	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	73.70	64.09	73.24	64.39	74.38	75.16	75.21	56.14	63.94	65.04	74.43	75.37	74.90	74.39	62.84	74.36	74.60	74.62	74.70	74.54	63.56	63.65	73.39	64.17	63.62	64.42
284	372	16	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	73.82	65.50	74.39	64.09	74.85	75.49	73.44	74.93	73.84	74.59	74.41	74.65	74.37	74.89	64.04	75.19	74.77	73.85	74.66	62.96	62.52	63.42	73.62	64.78	63.53	64.61
285	372	16	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	72.64	69.81	73.62	74.09	74.67	74.60	73.65	74.46	74.66	64.52	73.87	62.66	73.98	74.16	75.79	73.60	74.91	74.68	70.43	74.15	62.16	63.76	63.76	64.27	63.79	64.28
286	372	16	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	73.62	63.89	73.88	73.39	74.61	74.02	74.11	74.51	62.88	75.07	75.46	63.54	75.16	73.80	65.06	75.11	63.05	64.76	74.27	62.75	73.97	63.49	74.49	63.32	63.29	63.85
287	372	16	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	73.91	74.11	73.66	64.43	74.37	74.37	73.95	63.46	86.92	75.11	74.86	69.80	74.36	63.10	74.63	73.62	64.07	75.36	74.87	62.70	62.85	63.51	63.16	63.74	64.42	63.92
304	372	16	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	73.35	73.22	74.00	64.26	64.32	74.11	73.26	56.64	73.18	63.61	75.13	63.58	74.44	74.28	64.29	74.61	64.15	75.32	75.17	63.93	62.98	64.84	64.55	64.32	64.61	64.45
305	372	16	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	73.43	73.03	64.99	73.10	73.57	69.96	73.19	64.82	72.89	73.38	63.64	65.03	73.05	74.26	64.51	84.52	64.07	74.78	73.84	64.31	72.94	64.37	64.17	64.70	65.96	64.38
306	372	16	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	73.38	64.70	64.57	64.68	65.49	75.60	73.60	73.38	74.58	64.31	63.94	64.31	56.49	74.56	62.95	75.07	75.18	73.93	74.91	55.53	63.72	63.64	63.06	63.45	64.07	64.12
307	372	16	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	72.64	75.04	73.46	64.29	73.33	74.73	74.80	64.31	74.10	74.12	74.60	75.69	74.65	73.54	75.28	74.66	75.61	74.85	74.38	74.87	63.80	65.05	64.90	64.97	64.34	65.36
324	372	16	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	73.35	64.52	72.81	64.97	74.56	74.91	86.53	62.82	73.08	74.16	64.32	63.20	74.56	63.19	63.50	75.05	74.62	71.47	75.18	63.59	63.74	63.72	62.70	65.35	63.72	64.22
325	372	16	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	72.65	75.02	73.51	73.86	73.06	74.61	73.41	64.51	64.32	74.60	74.40	63.44	73.99	74.94	75.48	73.83	62.37	75.17	74.54	74.12	73.13	63.14	63.41	64.00	64.76	63.92
326	372	16	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	74.10	64.20	73.13	64.59	74.06	62.64	72.61	64.27	70.39	75.11	75.51	74.91	75.28	74.88	63.74	69.66	63.37	75.14	74.86	63.10	63.68	62.57	73.98	63.54	63.97	64.33
327	372	16	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	73.32	65.43	72.90	64.57	74.01	74.41	74.11	64.29	74.18	74.36	74.17	75.41	73.81	74.35	64.20	86.04	64.06	74.84	74.89	73.57	63.52	63.89	73.29	64.98	64.26	63.28
344	372	16	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	66.47	74.18	73.66	64.54	64.82	74.10	86.23	64.47	74.66	73.37	75.29	62.75	74.38	62.82	62.54	75.16	62.59	74.84	75.43	62.61	62.01	63.69	71.93	63.53	63.65	62.74
345	372	16	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	73.12	73.13	73.63	64.43	74.23	74.87	73.67	63.95	74.37	64.72	62.68	63.59	69.82	64.32	63.77	74.32	63.71	74.38	74.30	63.21	64.12	64.53	72.81	63.46	63.91	63.77
346	372	16	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	73.19	64.35	73.87	65.38	74.12	70.58	73.45	64.79	74.14	73.61	63.11	63.28	74.17	64.27	64.05	86.28	63.72	64.41	73.83	74.34	63.62	65.30	72.63	63.99	64.40	64.49
347	372	16	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	73.12	73.39	73.87	74.35	74.62	74.59	74.68	63.31	64.20	74.37	75.15	74.90	87.01	75.23	64.09	73.68	64.16	73.81	74.37	75.14	73.62	62.18	63.15	64.07	63.67	62.90
364	372	16	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	87.50	89.72	87.39	76.91	88.89	89.65	87.33	90.05	89.65	88.77	90.38	91.71	90.26	89.25	89.94	90.59	90.68	89.92	89.34	90.42	89.58	89.84	89.00	89.30	89.15	89.35
365	372	16	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	90.32	89.76	89.41	89.64	89.15	90.16	89.44	89.98	88.37	90.26	90.06	90.00	88.92	88.78	89.58	90.29	91.02	89.49	91.76	89.54	90.20	88.83	89.65	90.80	90.04	89.05
366	372	16	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	89.78	77.79	88.20	90.22	88.59	90.99	88.70	89.64	89.64	90.17	89.45	89.87	89.24	89.96	89.07	89.22	90.91	88.95	90.89	91.31	89.05	89.81	88.64	88.86	89.15	88.90
367	372	16	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	88.97	88.43	89.12	89.00	89.12	89.42	90.48	89.81	89.49	89.15	92.17	91.02	88.54	87.55	87.09	89.70	88.53	89.22	89.22	90.89	88.53	88.95	88.36	90.89	89.43	89.61
384	372	16	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	89.42	77.02	89.09	90.02	87.83	91.21	89.63	89.17	87.54	88.68	90.63	91.77	89.36	88.28	89.84	88.89	88.81	89.74	90.20	91.27	90.39	89.14	88.79	87.72	89.76	90.91
385	372	16	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	89.31	87.21	89.67	88.66	89.61	89.43	88.35	89.40	89.60	91.18	91.03	90.33	89.95	89.26	89.52	89.69	88.47	89.73	89.62	89.21	89.01	89.67	89.77	88.80	91.36	88.92
386	372	16	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	89.16	89.67	89.33	89.47	89.52	89.18	90.50	89.51	90.09	90.66	90.03	89.62	90.05	90.09	88.48	87.73	89.55	88.87	89.50	91.21	90.02	90.42	89.23	89.84	88.24	90.14
387	372	16	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	88.42	89.57	89.57	90.41	90.18	89.85	88.23	89.34	89.43	89.66	91.75	90.85	90.67	87.54	89.88	89.07	89.99	89.11	90.46	90.10	89.89	90.50	88.38	89.29	91.07	89.50
404	372	16	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	89.38	89.27	88.23	90.31	87.54	90.49	88.74	89.14	88.46	89.34	90.20	91.06	88.37	88.43	89.08	88.42	88.52	87.97	91.84	91.23	87.90	89.08	89.07	89.04	89.25	89.69
405	372	16	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	90.51	89.27	88.12	87.94	90.37	90.02	87.55	91.39	88.88	88.63	89.32	89.41	89.49	89.32	90.07	90.14	91.81	90.59	88.56	90.11	88.85	90.47	88.84	90.19	87.97	89.33
406	372	16	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	88.23	86.75	88.17	89.60	89.92	89.66	88.41	91.22	89.91	89.58	90.11	91.17	89.90	90.08	89.62	89.14	89.43	89.03	89.39	91.63	89.02	89.65	88.69	77.96	89.93	89.56
407	372	16	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	89.74	88.31	87.99	89.40	88.55	88.72	90.09	89.12	88.88	90.04	91.76	91.75	89.60	89.22	88.94	91.22	89.02	90.56	89.43	90.57	88.38	89.60	88.55	89.41	91.23	88.32
424	372	16	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	73.73	68.87	64.27	64.22	64.02	63.89	73.10	70.11	64.40	63.80	63.82	62.45	69.53	63.20	64.16	74.01	73.72	73.94	76.06	74.08	62.49	56.92	74.27	63.74	64.54	64.26
425	372	16	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	65.10	65.60	73.98	64.41	65.31	64.07	72.84	64.74	69.40	64.01	74.37	64.02	73.94	63.14	64.55	73.06	63.90	69.50	63.64	74.62	73.07	64.77	64.95	63.68	63.99	64.91
426	372	16	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	74.16	65.34	65.47	64.29	66.79	64.49	71.85	64.08	64.42	65.03	64.26	74.18	72.66	64.31	62.71	73.17	64.13	63.84	75.33	75.30	66.45	64.01	72.14	64.78	69.61	65.20
427	372	16	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	65.22	87.90	65.01	65.52	65.09	74.71	67.89	68.22	68.94	64.20	74.76	74.01	72.61	64.87	63.90	69.21	63.40	74.31	75.32	63.10	63.73	53.58	72.91	63.97	65.48	64.97
444	372	16	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	65.81	65.01	68.14	65.13	68.17	66.73	69.23	69.90	63.12	63.13	63.24	63.52	72.86	63.08	62.94	70.07	69.19	68.67	68.52	62.94	63.95	64.32	65.25	63.21	64.36	63.92
445	372	16	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	69.33	64.56	65.60	64.34	65.49	63.82	69.05	63.00	68.96	65.26	63.67	62.84	71.92	73.60	64.36	63.94	63.44	49.63	75.23	70.98	52.76	64.40	65.58	64.81	65.78	63.88
446	372	16	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	73.35	64.22	69.45	64.75	65.06	65.77	73.52	64.57	63.74	56.19	74.79	75.48	69.09	64.08	64.05	69.07	63.01	71.11	68.72	68.25	64.47	64.17	74.39	65.03	74.41	64.55
447	372	16	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	66.27	65.53	68.28	64.95	64.79	63.76	68.82	65.04	64.65	64.57	68.28	74.73	72.86	68.53	63.56	69.04	52.67	69.12	75.32	62.25	72.88	53.87	64.32	63.61	64.49	63.77
464	372	16	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	74.42	65.36	69.93	65.56	65.01	67.84	71.72	64.34	65.37	64.66	74.35	63.80	72.59	63.56	54.07	73.55	63.47	68.59	69.63	62.94	65.43	64.51	65.59	56.57	64.90	64.63
465	372	16	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	73.86	65.40	66.06	65.26	65.28	74.82	72.61	63.68	64.13	56.13	63.66	62.33	65.03	62.93	62.87	73.20	63.55	63.01	75.42	63.85	64.53	64.04	73.98	63.65	64.34	65.73
466	372	16	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	65.85	65.34	65.26	65.30	64.81	64.32	72.55	64.56	69.16	64.33	69.15	63.56	73.63	64.26	63.32	69.53	68.11	69.68	63.82	63.82	53.14	52.55	72.89	63.69	64.72	64.64
467	372	16	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	66.22	69.02	64.56	64.88	65.16	75.06	72.78	65.18	69.89	65.70	69.27	69.38	52.74	65.27	54.79	73.08	54.15	73.81	63.74	74.14	64.05	64.83	53.26	69.58	64.47	65.62
484	372	16	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	65.81	65.56	65.59	64.62	65.01	75.10	73.38	65.23	64.71	65.26	66.65	69.69	72.62	63.28	63.42	69.57	69.66	62.41	75.17	74.26	63.70	64.08	72.28	69.46	64.56	64.09
485	372	16	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	66.91	65.57	68.67	64.59	64.80	68.83	73.61	70.42	70.46	60.76	69.98	67.77	70.40	62.92	63.26	72.03	73.62	70.13	64.64	75.39	63.81	63.97	64.46	65.04	52.65	65.15
486	372	16	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	65.39	65.38	67.86	64.44	65.27	67.43	73.06	64.45	68.44	65.12	64.22	69.37	64.75	73.07	63.59	64.59	54.78	63.83	74.38	75.05	63.16	65.04	64.49	64.01	65.33	63.74
487	372	16	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	68.34	64.40	64.97	63.60	86.47	63.61	73.54	69.67	63.16	64.49	75.43	74.05	73.38	63.22	63.06	64.79	62.63	62.57	74.73	75.54	62.20	62.88	64.52	64.22	63.16	64.40
504	372	16	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	74.10	69.74	65.13	64.41	65.11	63.64	71.79	64.25	69.16	64.56	68.60	63.80	73.41	69.99	63.56	64.62	73.67	69.74	64.53	63.28	66.93	54.58	73.33	65.00	64.23	64.07
505	372	16	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	66.82	65.09	64.37	64.38	64.53	67.40	68.36	65.16	69.37	64.19	75.35	63.81	72.85	63.86	63.27	67.71	63.29	71.05	64.31	74.95	54.66	63.41	73.39	63.82	62.96	64.05
506	372	16	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	65.48	62.77	69.23	65.43	68.16	74.87	73.54	64.53	69.59	63.95	63.14	63.57	73.22	63.55	63.96	70.00	73.11	64.05	75.42	69.92	53.42	65.37	63.78	63.92	63.46	65.04
507	372	16	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	66.35	64.40	65.20	64.65	64.76	63.84	73.99	65.15	65.57	69.12	67.84	70.69	72.00	73.29	63.93	73.66	63.27	64.38	74.57	75.02	64.57	63.67	54.57	68.57	72.06	65.29
524	372	16	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	73.60	64.40	64.56	64.62	65.12	63.32	69.49	64.26	56.78	65.80	63.49	63.76	69.27	63.15	62.76	68.18	63.11	67.68	75.23	63.77	55.89	62.46	73.42	64.02	63.76	56.15
525	372	16	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	73.71	64.42	69.26	63.50	69.20	63.54	64.27	54.53	69.69	64.84	63.01	60.85	70.17	63.00	62.79	67.48	63.63	73.86	63.88	70.20	64.12	63.37	73.40	64.32	63.47	65.32
526	372	16	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	67.99	64.84	65.74	65.50	64.66	64.11	65.26	64.52	63.56	68.75	67.19	68.49	87.08	64.03	54.23	69.51	63.14	72.27	63.99	74.60	63.34	65.10	71.91	65.26	64.87	65.03
527	372	16	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	65.79	67.00	64.22	64.69	64.86	74.51	73.78	70.97	68.39	64.93	63.94	62.67	73.41	69.15	71.28	68.85	63.29	54.98	63.50	75.34	64.40	63.61	52.97	64.72	64.91	64.32
544	372	16	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	87.45	90.51	91.20	88.98	75.83	88.43	89.22	88.42	88.66	89.41	88.87	90.35	89.86	89.32	90.36	89.14	90.01	90.04	90.24	90.46	89.58	90.26	86.35	89.26	89.01	87.77
545	372	16	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	89.60	90.74	88.61	89.91	90.04	89.39	90.03	89.62	90.53	88.81	90.04	89.20	90.04	89.33	89.64	89.80	90.21	88.13	90.26	90.77	88.95	88.71	89.90	89.00	88.58	90.37
546	372	16	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	88.37	90.02	87.34	90.72	88.85	89.04	89.71	88.38	87.05	88.35	89.91	89.73	88.27	88.06	89.28	88.59	89.54	88.45	89.32	90.79	88.25	88.67	89.06	89.18	88.86	88.38
547	372	16	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	88.92	88.42	90.89	90.46	88.81	90.24	88.92	87.25	88.43	88.15	89.23	89.95	88.73	90.04	89.13	90.11	90.20	88.72	88.94	90.25	90.06	90.57	89.98	89.11	90.49	89.21
564	372	16	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	88.31	90.10	89.99	89.63	89.71	90.38	89.96	88.38	88.51	90.06	89.52	90.98	89.63	88.54	88.77	91.45	90.94	88.72	89.20	90.42	75.97	90.23	88.43	76.70	87.98	88.75
565	372	16	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	88.97	90.63	89.92	88.71	88.82	89.41	88.53	89.94	90.76	88.31	90.51	89.83	89.39	89.31	89.39	90.11	89.21	88.90	89.52	89.00	89.99	88.80	88.63	87.90	88.98	89.51
566	372	16	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	87.65	90.31	91.48	90.66	88.71	90.12	88.75	90.20	87.39	88.65	90.39	89.91	89.13	88.66	89.73	89.11	88.57	89.69	91.12	91.40	89.19	90.71	87.70	76.56	90.29	89.30
567	372	16	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	88.05	88.00	76.71	88.54	87.47	90.16	88.92	77.45	90.06	89.17	89.99	88.81	90.29	89.01	89.73	89.32	89.96	88.68	89.43	89.81	89.27	89.69	74.99	89.18	89.44	90.69
584	372	16	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	88.83	89.68	88.90	89.74	89.11	90.15	90.98	90.40	89.67	88.88	87.94	90.19	87.30	89.65	88.89	90.58	89.79	91.00	90.50	90.54	90.14	88.20	75.56	89.14	88.54	89.71
585	372	16	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	88.03	89.78	89.58	88.80	89.04	90.20	88.72	90.72	88.98	89.85	89.93	90.99	88.70	89.38	88.76	89.74	90.39	89.28	90.62	91.75	76.36	89.67	88.72	89.16	88.86	90.05
586	372	16	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	86.97	88.67	89.50	89.38	89.72	89.82	89.25	89.69	89.46	89.51	88.82	88.95	89.66	89.50	88.58	90.28	90.96	89.91	89.84	89.91	87.56	89.96	88.63	76.23	89.60	89.01
587	372	16	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	87.48	88.79	89.28	88.02	89.91	89.79	87.68	90.08	89.11	88.23	90.07	89.48	89.66	89.12	89.28	89.55	89.05	89.34	91.00	90.00	89.41	89.51	88.78	88.54	90.34	88.48
604	372	16	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	64.27	64.86	64.51	64.54	66.10	74.86	74.86	64.31	64.32	63.27	64.10	74.94	70.28	63.84	63.49	74.19	64.08	74.00	63.10	74.63	63.31	53.68	63.92	63.82	65.04	64.51
605	372	16	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	65.67	65.08	65.67	65.26	68.46	70.28	69.08	65.00	64.95	64.98	74.38	62.65	69.67	63.35	63.77	73.17	63.84	54.14	63.70	68.27	62.84	64.33	65.18	63.16	65.23	65.29
606	372	16	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	74.40	64.76	73.93	64.70	65.68	66.44	73.57	64.24	64.65	63.81	63.39	62.23	69.31	55.11	64.07	73.27	55.21	70.84	73.73	62.07	64.82	63.47	72.74	65.00	65.54	64.27
607	372	16	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	64.96	65.17	65.09	65.33	64.97	74.63	73.46	64.30	64.13	65.58	75.42	70.34	72.52	63.47	64.02	64.31	64.58	73.29	74.10	63.80	64.71	55.74	73.75	64.80	65.31	65.01
624	372	16	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	71.98	70.17	64.93	65.11	55.68	64.05	65.38	63.47	63.54	64.40	67.98	63.60	70.96	63.22	63.57	73.08	62.85	66.56	69.68	69.65	64.03	63.43	73.58	64.46	65.30	52.88
625	372	16	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	74.00	64.77	73.64	69.59	64.67	69.20	72.25	71.22	65.07	64.48	64.60	63.92	71.80	70.56	64.67	63.27	64.30	64.35	74.10	70.23	54.85	65.21	71.64	64.51	64.04	64.54
626	372	16	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	67.64	70.54	72.25	66.00	65.42	65.87	73.32	64.32	65.03	64.69	75.27	69.66	73.51	62.66	62.92	72.51	73.12	68.45	69.99	63.52	65.73	64.01	65.82	64.38	51.61	64.36
627	372	16	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	67.71	65.42	65.16	65.40	65.39	64.38	73.72	70.96	54.44	63.97	64.31	74.34	72.58	53.16	63.36	69.35	63.85	72.59	74.48	75.08	64.14	54.60	63.05	64.84	64.16	64.83
644	372	16	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	66.55	64.77	64.96	65.87	65.44	64.24	72.64	70.03	62.80	64.10	62.76	63.55	73.13	65.09	64.00	72.92	63.54	70.51	70.61	74.63	63.84	63.99	56.14	65.22	64.53	70.51
645	372	16	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	65.47	68.95	69.10	65.02	64.99	68.06	75.08	64.22	65.17	70.93	75.33	70.16	74.05	64.00	63.80	63.70	53.02	63.26	73.81	75.61	53.54	65.53	72.40	63.85	64.35	63.67
646	372	16	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	65.40	68.15	65.03	64.41	68.03	64.31	64.40	69.82	69.07	64.11	73.61	62.75	72.39	64.10	64.04	72.89	68.74	73.51	75.07	63.60	63.84	63.37	64.83	64.23	63.80	64.47
647	372	16	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	73.28	64.94	65.33	65.06	64.62	74.88	74.31	69.97	73.32	63.23	75.58	63.69	73.29	63.54	63.03	69.09	63.78	65.00	63.95	63.82	52.44	65.12	72.62	65.28	64.84	55.59
664	372	16	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	73.16	64.73	64.66	64.32	64.51	63.86	69.54	64.29	64.31	68.43	68.50	70.29	72.62	64.25	64.57	72.85	64.01	70.81	75.01	62.68	65.04	63.04	72.64	64.07	64.24	64.84
665	372	16	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	73.80	64.50	68.57	65.23	66.00	68.34	70.33	56.54	69.77	64.47	68.84	63.08	69.69	64.70	63.62	72.99	63.33	73.52	63.57	69.62	62.61	64.45	74.13	64.20	64.79	64.06
666	372	16	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	65.18	74.12	69.65	64.42	65.12	63.75	73.45	63.88	55.43	64.46	63.32	63.24	63.72	64.30	63.20	72.76	54.15	73.79	60.59	73.10	64.81	62.80	72.49	63.91	64.84	64.16
667	372	16	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	73.92	64.22	64.36	64.79	64.90	60.99	73.81	63.99	55.92	65.16	64.32	61.60	73.83	63.20	63.57	72.56	63.08	63.95	74.85	74.07	63.28	62.44	73.36	63.93	64.26	53.15
684	372	16	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	65.13	64.96	68.40	64.06	64.18	74.86	68.00	64.29	64.58	65.71	75.07	62.53	73.35	63.09	62.71	69.56	53.98	70.83	63.29	71.68	50.53	52.94	69.36	64.30	70.11	64.70
685	372	16	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	74.17	64.51	64.09	64.56	64.94	69.57	63.61	65.28	65.40	69.88	63.55	68.75	69.51	63.31	62.74	73.35	64.28	86.60	75.27	66.36	63.44	64.32	56.85	63.27	69.87	65.29
686	372	16	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	73.37	64.50	58.63	64.93	65.36	62.80	68.64	63.87	72.56	69.24	74.84	63.55	70.01	63.00	64.57	67.17	64.08	73.15	75.38	70.83	63.98	63.57	72.62	65.03	64.69	65.46
687	372	16	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	65.62	64.12	64.51	64.09	64.20	62.58	70.04	63.11	63.66	65.17	64.49	63.42	71.10	63.10	63.25	73.35	63.35	73.53	69.59	64.70	63.69	64.09	51.64	52.73	62.90	64.27
704	372	16	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	67.70	64.35	65.28	64.75	65.06	64.31	66.45	64.63	63.15	64.16	63.48	62.08	69.84	68.89	62.88	65.31	69.91	72.83	75.02	63.82	64.26	53.21	63.22	63.64	64.29	64.29
705	372	16	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	70.07	64.86	65.12	65.47	65.04	65.16	63.69	65.37	69.39	64.14	75.38	63.63	72.83	64.73	65.20	71.24	64.52	65.03	75.19	63.28	52.84	64.49	64.29	64.59	65.70	63.99
706	372	16	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	65.64	65.25	64.26	63.72	64.43	68.52	72.67	63.64	63.70	63.51	63.73	62.12	72.79	73.13	63.46	68.04	63.05	63.27	74.34	74.37	64.40	63.62	53.65	62.80	63.99	56.60
707	372	16	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	73.75	65.08	64.31	64.46	65.62	63.57	72.37	63.56	70.31	66.16	68.77	63.37	68.92	63.33	62.85	74.30	63.35	51.74	75.69	61.85	64.56	64.19	65.04	64.73	64.59	63.70

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
4	372	16	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	77.52	92.32	93.11	92.31	92.08	92.02	92.63	92.48	89.80	92.57	92.86	93.48	90.08	90.16	90.20	86.26	92.18	91.31	93.81	91.25	76.67	93.60	92.90	92.22	76.18	88.99
5	372	16	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	92.29	49.17	92.45	90.85	90.98	93.16	92.73	91.39	91.82	49.17	91.74	92.53	92.22	91.08	91.38	95.04	92.51	93.99	90.97	94.60	93.48	93.48	93.80	93.26	91.31	74.17
6	372	16	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	92.54	91.95	90.43	90.90	74.65	92.67	90.81	92.49	92.97	93.74	92.51	91.52	92.44	92.96	94.52	95.19	90.85	93.67	93.12	93.36	95.15	93.09	93.38	92.02	93.92	75.28
7	372	16	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	94.01	81.16	93.18	89.75	90.32	93.56	94.13	92.81	93.38	90.37	92.87	93.53	92.13	92.46	91.19	94.48	94.74	91.97	92.45	91.47	93.57	75.59	93.67	92.35	81.47	93.46
24	372	16	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	94.13	90.16	92.16	91.64	78.17	92.28	91.75	92.19	92.09	92.81	92.97	91.50	90.04	92.37	84.22	93.25	92.29	89.94	91.50	91.34	93.84	92.96	87.55	89.91	93.70	74.54
25	372	16	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	92.76	92.36	90.91	90.03	93.77	92.53	90.81	49.17	91.86	93.17	92.16	91.41	92.62	92.71	89.04	90.11	92.67	94.15	92.00	89.86	75.88	93.77	91.71	93.17	93.38	93.63
26	372	16	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	88.75	92.81	91.99	74.96	96.66	93.40	89.82	91.51	94.76	92.92	92.48	89.38	91.26	94.14	93.34	92.58	93.28	93.64	49.17	91.03	94.07	92.64	74.25	91.21	91.29	92.66
27	372	16	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	92.81	91.85	93.38	91.38	93.10	93.09	91.71	93.29	89.49	92.74	92.38	91.99	94.97	91.98	93.67	93.52	92.43	93.18	92.82	94.00	94.47	94.46	94.38	94.07	93.12	92.69
44	372	16	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	91.63	88.93	91.03	76.90	91.31	92.36	92.26	74.55	92.23	92.66	92.79	93.77	91.27	94.16	90.74	92.14	91.50	93.21	93.14	94.30	93.81	93.66	91.25	91.66	80.27	92.98
45	372	16	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	93.48	90.85	91.65	92.57	91.75	92.51	87.25	93.75	91.83	94.74	91.54	93.29	93.61	92.74	92.00	93.80	92.94	93.39	90.65	93.78	93.41	93.65	93.45	93.48	93.59	90.90
46	372	16	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	91.60	91.81	91.28	91.88	93.21	89.26	91.88	92.38	92.96	91.52	92.28	93.20	91.15	93.93	93.30	94.38	91.99	92.44	91.68	92.38	94.19	87.80	94.26	90.82	93.64	93.88
47	372	16	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	92.75	89.47	93.17	91.69	91.28	92.27	90.59	93.85	93.41	93.28	91.06	91.70	93.69	91.14	93.29	94.74	93.19	94.70	92.85	93.03	94.50	92.77	91.85	93.32	93.87	77.29
64	372	16	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	75.34	58.48	75.16	49.17	58.60	76.56	75.76	57.86	56.81	76.59	76.56	50.38	77.18	57.51	56.96	76.54	57.17	76.65	77.43	56.64	55.97	56.95	77.02	57.27	56.92	57.96
65	372	16	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	74.69	75.02	57.95	74.99	75.41	70.48	74.33	57.95	75.90	75.12	76.56	77.40	67.91	76.44	57.79	68.62	56.90	76.04	77.30	56.61	55.97	56.48	50.25	57.32	56.51	56.56
66	372	16	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	74.85	58.95	74.77	74.51	75.16	76.08	74.71	57.87	75.47	75.71	77.40	76.96	76.92	57.58	57.82	74.63	75.20	68.92	77.51	56.53	56.02	56.91	55.27	56.02	56.42	55.74
67	372	16	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	74.12	58.94	74.13	59.25	74.24	50.13	74.76	76.19	74.45	58.37	76.31	77.04	69.68	75.51	57.94	90.47	56.79	76.32	57.06	76.63	57.15	57.04	76.11	56.67	57.57	56.28
84	372	16	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	74.09	57.52	74.21	57.90	75.41	76.68	75.26	58.27	75.79	58.01	76.94	77.32	75.91	57.97	58.53	91.12	56.87	75.44	71.12	76.66	55.94	55.54	56.11	56.31	56.96	56.82
85	372	16	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	75.61	75.29	74.81	58.69	76.03	76.25	74.67	74.48	76.22	76.22	76.45	57.35	75.97	75.22	49.17	76.14	56.43	74.53	76.55	56.36	56.45	57.48	56.60	57.16	57.27	56.34
86	372	16	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	68.75	75.42	76.11	59.41	75.43	75.65	75.20	74.23	76.08	75.25	76.73	57.75	75.28	75.29	58.69	76.16	49.50	75.10	76.03	57.39	77.07	57.69	75.41	56.53	56.63	56.79
87	372	16	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	74.74	59.78	75.21	75.28	73.67	76.18	75.23	58.69	75.95	75.91	76.29	76.56	75.82	75.72	74.60	76.17	74.83	75.92	74.92	76.36	56.83	56.94	57.57	56.80	56.60	56.70
104	372	16	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	75.18	74.62	74.83	75.67	59.25	88.52	76.40	57.86	76.27	75.21	57.16	75.67	75.96	74.55	57.94	57.39	75.05	76.43	76.96	70.03	57.38	57.57	56.91	56.60	56.42	55.93
105	372	16	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	75.01	57.95	75.14	59.01	69.29	89.95	75.16	56.71	74.86	89.98	76.06	57.14	75.91	75.51	58.37	70.16	75.76	74.76	76.16	76.22	57.01	56.17	56.44	56.20	56.17	56.70
106	372	16	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	74.26	58.71	74.68	58.74	59.50	74.95	74.64	75.91	75.44	75.27	75.95	57.93	68.96	69.61	75.84	57.52	57.82	75.34	57.39	75.79	57.07	56.63	75.24	56.69	56.83	56.96
107	372	16	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	74.86	57.60	74.08	58.54	75.23	75.17	75.57	75.46	76.06	75.09	76.35	77.29	75.67	58.49	58.31	76.13	58.00	57.29	56.86	76.08	56.74	56.57	56.76	55.91	57.70	55.91
124	372	16	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	73.80	57.73	75.26	59.09	74.04	76.08	75.96	57.07	76.63	76.25	75.92	76.59	74.48	76.49	58.18	76.15	75.09	76.08	76.89	76.07	56.33	56.65	76.78	56.66	56.09	56.95
125	372	16	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	75.35	57.93	75.32	57.52	74.86	76.14	68.49	58.08	76.44	75.97	76.62	57.19	76.92	75.74	58.38	76.56	76.24	76.03	76.58	55.49	75.91	56.06	57.67	56.71	57.64	57.55
126	372	16	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	73.84	74.56	58.63	58.21	58.03	76.00	75.03	58.00	75.00	57.88	76.35	76.57	75.00	75.24	58.39	76.25	75.45	75.04	76.61	76.73	57.22	56.87	56.97	56.94	57.23	57.59
127	372	16	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	74.50	57.59	74.10	58.26	59.22	76.53	73.82	74.68	76.09	51.08	56.73	56.45	75.01	57.95	57.34	76.32	56.83	75.36	57.16	56.76	56.15	57.29	57.25	57.14	56.42	57.16
144	372	16	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	74.46	57.61	49.17	75.21	74.26	57.41	74.06	58.26	75.38	69.45	76.94	57.29	75.26	57.15	57.83	77.15	68.36	75.87	76.84	56.28	56.53	55.32	57.92	56.19	56.12	91.79
145	372	16	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	74.82	58.26	73.84	58.79	75.37	58.40	74.18	75.31	75.09	67.66	75.55	76.33	74.64	75.83	59.19	67.44	57.89	75.16	76.32	76.81	56.89	56.98	57.63	57.12	56.39	56.89
146	372	16	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	74.83	75.77	74.80	58.05	58.30	76.03	75.34	58.61	68.90	74.96	75.96	56.21	87.06	76.09	57.97	76.17	58.01	75.23	56.59	77.21	75.68	56.29	56.56	57.26	76.80	57.12
147	372	16	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	74.34	75.21	74.25	58.31	74.38	75.40	74.43	76.05	70.05	74.77	76.51	56.26	75.75	75.57	50.50	75.72	57.86	75.99	76.00	55.94	56.73	55.79	57.16	56.51	57.07	56.46
164	372	16	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	75.39	57.77	75.40	58.26	74.73	76.51	75.17	57.62	75.42	75.33	75.77	76.62	75.27	75.82	57.92	75.81	57.64	68.36	76.87	76.66	76.06	58.00	76.35	56.89	57.29	57.25
165	372	16	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	74.47	74.79	74.10	75.10	73.92	74.87	74.89	74.98	67.54	75.59	76.14	76.54	76.16	75.32	58.94	75.00	58.02	75.42	76.22	56.94	57.01	55.84	75.51	56.58	56.17	56.40
166	372	16	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	75.42	75.33	73.88	74.99	74.44	75.42	74.70	74.35	89.67	58.67	56.88	76.40	75.12	57.41	59.19	75.89	57.84	75.43	75.64	57.63	56.30	57.22	57.38	56.77	57.16	56.83
167	372	16	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	74.18	74.48	74.79	58.31	57.38	57.45	73.70	74.63	75.45	75.23	75.95	77.50	76.35	57.58	58.28	68.66	56.41	74.74	76.42	56.15	56.44	55.77	56.76	56.27	56.21	55.77
184	372	16	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	92.06	82.31	92.22	91.61	89.52	88.05	91.56	94.26	91.43	93.72	91.92	92.63	93.05	92.25	92.39	93.82	94.28	92.84	92.64	93.24	70.41	93.76	75.66	93.45	74.81	91.42
185	372	16	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	90.40	91.60	94.71	92.73	92.44	92.38	92.87	91.52	93.60	89.96	90.02	94.23	92.20	90.16	75.09	90.17	90.30	92.55	92.93	94.04	93.25	94.63	93.15	91.82	91.93	91.64
186	372	16	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	92.60	91.10	92.16	90.88	93.58	91.90	90.59	91.59	93.36	91.24	93.11	91.53	89.53	93.04	91.38	95.90	93.10	90.20	92.67	92.15	89.76	94.10	94.48	93.09	94.00	93.38
187	372	16	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	90.92	94.10	89.24	89.83	72.43	92.33	91.24	75.57	92.60	93.86	92.59	91.69	92.85	92.01	92.52	92.59	94.09	92.13	93.39	90.25	93.57	73.84	93.26	75.87	92.95	91.51
204	372	16	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	91.40	91.17	91.92	90.34	93.32	91.34	91.48	92.91	93.74	93.34	92.49	92.27	92.57	93.98	92.34	93.13	94.66	90.15	90.33	93.78	93.69	49.17	92.97	93.01	90.49	93.15
205	372	16	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	91.66	92.16	93.72	91.19	92.18	89.44	92.20	90.95	92.00	92.23	92.58	91.01	92.35	92.02	91.86	90.39	90.05	93.85	91.62	93.08	94.19	93.40	92.41	92.87	94.27	92.40
206	372	16	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	93.20	92.15	93.12	91.50	91.84	94.14	92.97	91.73	88.43	91.13	93.18	94.68	91.19	92.00	92.12	91.83	93.71	92.75	93.07	92.60	91.92	93.13	94.07	74.91	93.67	91.30
207	372	16	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	92.75	92.67	93.04	92.08	92.32	90.57	93.80	93.51	91.18	92.46	92.48	94.43	93.83	94.24	94.17	92.49	92.89	94.18	93.58	92.66	93.44	92.46	95.40	93.85	91.99	91.53
224	372	16	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	92.12	90.16	91.00	89.80	90.86	92.46	91.46	90.76	92.44	92.71	91.26	92.76	90.25	93.24	93.21	88.82	92.76	91.50	91.91	92.16	93.78	83.59	76.03	92.14	94.67	91.31
225	372	16	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	91.77	91.48	93.67	93.93	93.36	90.68	93.44	91.04	92.34	90.39	90.87	91.82	92.68	90.96	93.39	94.43	91.22	94.29	91.50	92.51	93.49	93.56	94.57	94.94	93.42	93.74
226	372	16	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	91.20	91.75	93.02	90.84	92.59	93.77	91.90	90.92	92.53	93.03	93.08	91.28	92.77	92.12	90.59	92.49	94.75	94.36	92.84	93.93	91.73	93.58	94.00	92.22	93.33	91.45
227	372	16	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	91.06	92.17	90.42	89.87	91.38	89.76	90.82	92.62	92.82	92.82	93.45	91.84	93.34	92.67	91.41	92.95	93.30	93.67	92.48	93.62	92.85	93.98	92.46	93.67	90.33	93.23
244	372	16	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	74.55	75.14	50.29	60.29	58.20	57.29	58.65	58.28	76.25	57.80	76.72	56.84	75.20	56.53	57.27	75.12	56.77	50.41	70.44	56.92	57.48	56.38	57.30	56.75	57.53	56.04
245	372	16	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	75.25	74.69	58.45	58.79	59.38	76.44	74.57	57.67	75.65	76.02	76.58	69.73	75.84	75.22	59.14	76.01	57.68	75.58	76.31	75.74	56.23	56.16	57.38	56.47	56.69	57.08
246	372	16	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	73.98	57.95	57.80	58.51	59.50	77.14	75.00	76.08	75.35	57.99	49.98	77.24	75.48	75.67	58.81	76.88	57.76	75.28	76.84	56.45	56.14	56.46	76.24	56.51	56.61	55.93
247	372	16	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	74.43	75.14	75.01	57.20	59.86	76.41	75.61	58.09	75.82	75.61	76.65	76.96	76.60	74.96	58.00	76.36	75.95	75.79	76.32	76.10	56.84	57.43	75.92	56.18	75.44	56.55
264	372	16	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	73.87	74.29	74.03	58.70	58.94	75.63	74.54	57.51	75.48	57.02	75.42	75.86	76.22	76.32	58.99	87.06	57.02	87.62	56.96	56.56	57.15	56.79	56.54	56.67	56.96	69.20
265	372	16	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	75.78	75.33	74.98	75.15	76.13	76.81	73.71	58.96	76.16	75.33	76.60	76.49	76.66	76.00	58.25	75.67	57.14	76.27	76.45	56.27	56.73	56.33	75.99	56.53	55.82	56.00
266	372	16	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	75.01	57.19	74.92	57.79	57.99	76.05	89.90	57.99	76.25	57.63	76.32	56.88	91.24	76.05	57.70	75.94	76.19	75.72	76.61	76.31	55.98	56.73	56.65	56.55	55.89	56.56
267	372	16	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	75.03	58.51	74.54	57.54	74.68	75.85	75.08	50.39	56.80	58.90	76.26	76.85	75.36	75.87	56.80	76.38	75.04	75.78	76.42	76.81	56.72	56.09	76.63	55.91	56.51	55.79
284	372	16	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	74.68	58.52	75.94	57.95	75.26	76.94	74.67	75.92	74.59	75.34	77.21	76.32	76.04	76.35	58.22	76.74	75.75	75.43	76.71	56.96	55.70	56.67	75.73	56.08	57.82	56.86
285	372	16	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	73.54	68.51	75.17	74.81	73.82	76.51	75.25	75.61	75.47	58.54	75.43	57.20	75.70	76.93	74.86	75.37	75.72	75.17	69.45	76.90	55.70	57.82	56.09	56.22	56.92	56.87
286	372	16	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	74.29	57.81	73.99	74.43	74.41	76.45	74.57	74.94	57.31	75.58	76.94	57.78	75.72	75.57	60.28	76.76	57.51	58.23	76.20	56.88	75.59	56.37	76.82	56.91	56.70	56.60
287	372	16	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	75.03	74.67	74.48	58.79	73.94	75.97	75.06	57.83	90.14	76.08	75.43	70.78	75.52	57.97	75.02	76.02	58.63	74.85	76.07	57.70	56.11	57.39	57.48	56.37	56.46	56.15
304	372	16	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	74.01	74.64	74.89	57.59	58.20	76.41	74.93	49.64	76.34	57.08	76.60	57.19	76.16	74.82	57.12	76.32	56.79	75.89	76.71	57.13	56.02	57.99	56.74	57.07	57.03	57.24
305	372	16	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	74.48	74.68	59.93	74.48	73.05	68.95	75.26	59.28	75.89	74.40	57.58	57.78	73.91	75.14	58.86	88.95	58.49	75.31	75.70	57.60	75.95	57.72	58.00	57.08	57.39	58.06
306	372	16	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	73.82	58.69	59.41	58.11	58.46	76.28	75.39	76.27	75.46	57.46	57.37	57.50	51.08	75.24	57.42	76.29	75.35	76.34	76.96	50.00	57.32	56.51	56.01	56.27	56.21	55.51
307	372	16	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	72.89	74.78	74.61	58.09	74.93	76.33	74.81	58.31	75.53	75.33	75.83	76.99	76.84	75.50	75.90	75.69	75.88	75.38	76.90	76.90	56.66	57.61	58.27	57.56	58.17	58.07
324	372	16	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	74.62	58.66	75.67	57.58	75.80	76.35	88.43	56.69	76.22	76.50	57.26	56.11	75.53	57.12	57.37	76.61	76.37	69.48	77.24	57.03	56.20	56.25	56.10	57.13	56.60	55.79
325	372	16	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	73.82	74.62	74.93	74.16	74.10	75.24	75.23	59.29	57.31	75.39	76.13	57.06	75.26	76.00	75.75	76.60	58.18	75.71	75.66	76.85	76.18	56.51	56.53	56.94	57.13	57.14
326	372	16	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	75.26	58.07	75.11	58.02	75.03	57.34	75.54	58.22	68.44	76.86	75.76	76.02	75.66	75.86	57.26	69.07	57.35	76.42	77.17	57.06	56.57	56.38	75.87	55.97	55.87	56.26
327	372	16	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	75.17	58.20	73.67	59.56	75.16	76.35	75.47	58.11	75.50	75.75	75.89	76.71	75.99	75.66	57.80	89.72	58.43	74.63	76.84	76.39	56.40	57.56	76.54	57.68	57.21	56.92
344	372	16	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	70.01	74.49	74.88	59.47	59.33	76.25	90.13	57.91	74.89	75.35	77.02	57.11	76.98	55.90	57.19	76.46	57.14	75.73	76.11	56.93	56.85	56.85	77.19	56.29	57.09	56.76
345	372	16	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	73.99	74.10	74.83	58.90	75.15	76.46	74.67	57.89	74.59	58.13	56.42	57.09	68.53	58.49	58.48	75.82	57.77	75.42	75.91	56.42	56.51	56.49	75.51	56.61	56.99	56.12
346	372	16	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	75.01	58.10	74.38	58.47	74.83	69.94	73.93	59.27	75.03	75.88	57.70	58.03	74.50	58.03	58.74	90.12	57.91	56.39	75.69	77.31	56.76	57.24	76.17	56.90	57.32	55.88
347	372	16	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	74.93	74.98	74.62	75.17	74.61	76.11	75.02	57.53	57.74	74.85	76.35	77.21	88.95	76.46	57.83	74.60	57.55	75.32	76.16	76.84	75.38	57.01	56.26	57.05	56.51	57.17
364	372	16	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	91.19	93.26	91.95	72.71	92.60	91.57	90.20	91.41	90.05	92.54	92.57	92.31	91.41	92.79	91.64	91.16	90.94	91.47	91.66	91.78	91.01	92.94	92.81	92.28	92.20	91.20
365	372	16	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	92.25	90.45	92.12	92.57	92.31	90.94	90.19	91.73	90.68	92.67	92.30	91.28	88.73	89.99	91.06	90.50	91.79	92.32	92.46	89.84	93.52	92.26	92.36	92.75	93.68	92.49
366	372	16	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	92.66	72.75	93.43	91.33	92.10	91.32	90.80	90.67	93.70	92.38	94.34	90.65	91.01	90.10	90.96	91.59	91.63	93.49	91.88	93.06	94.04	92.47	91.96	92.57	91.89	91.26
367	372	16	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	90.75	91.75	91.61	89.63	90.63	91.13	91.57	89.75	90.94	93.00	92.01	91.22	89.65	91.44	90.25	91.19	89.94	90.35	92.32	91.60	91.63	92.63	91.83	92.40	91.39	93.43
384	372	16	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	93.38	73.30	93.17	93.82	92.64	91.11	92.42	93.02	91.75	92.71	93.68	91.81	92.82	89.94	92.95	90.83	91.95	90.72	90.62	93.82	92.69	91.86	93.79	91.02	92.84	91.84
385	372	16	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	91.78	89.61	92.66	90.93	91.99	91.92	92.52	92.00	90.68	92.33	93.38	90.33	92.74	92.27	90.29	92.14	92.00	91.50	91.31	90.75	91.87	93.65	93.93	92.76	92.50	91.23
386	372	16	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	93.79	92.68	93.20	92.85	91.65	91.56	91.63	90.92	92.48	93.58	94.23	90.43	90.83	92.21	89.17	92.62	93.22	93.43	91.67	92.38	93.12	94.08	93.93	92.32	91.37	91.04
387	372	16	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	91.04	91.81	92.99	91.64	91.51	91.11	92.26	92.97	90.22	94.10	91.58	91.15	92.45	90.83	91.21	91.45	91.86	90.68	91.11	91.52	93.15	93.33	92.31	93.04	94.17	93.17
404	372	16	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	92.49	92.55	94.22	90.69	91.73	91.21	92.64	92.05	91.68	93.38	91.93	90.77	91.49	92.47	93.04	90.96	92.29	92.02	91.29	94.09	92.55	92.70	93.32	92.54	92.93	92.14
405	372	16	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	91.56	93.00	93.59	91.75	93.46	91.55	89.97	92.97	93.52	92.93	91.96	92.05	91.22	93.83	93.14	90.33	93.36	91.62	93.77	92.56	92.96	94.96	91.97	92.67	92.55	92.00
406	372	16	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	91.42	92.36	92.46	90.43	94.55	91.09	92.75	93.11	92.71	92.43	90.66	93.50	92.66	91.49	92.46	91.18	91.21	92.06	93.43	91.37	92.33	92.16	92.96	77.87	93.94	92.97
407	372	16	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	91.05	92.49	92.77	91.36	92.62	91.92	91.15	90.50	91.01	93.43	92.34	92.80	91.84	91.62	90.41	92.62	92.12	93.42	91.43	94.71	93.89	91.81	92.53	91.40	92.71	90.86
424	372	16	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	74.91	67.92	58.04	57.79	57.83	57.30	73.92	67.51	57.80	55.84	57.75	57.04	70.16	58.18	57.60	75.40	73.93	75.82	76.28	76.90	56.47	48.04	76.96	56.50	56.36	57.58
425	372	16	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	57.49	58.60	74.86	57.97	58.03	58.00	74.64	58.26	68.38	57.24	76.21	57.78	74.62	59.71	58.77	74.45	57.43	69.40	57.45	75.92	75.31	57.44	57.75	56.49	57.11	57.66
426	372	16	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	74.63	58.90	59.01	58.81	58.16	58.49	74.32	58.70	58.58	58.10	57.44	75.80	74.15	59.04	58.30	75.81	59.25	57.05	76.11	76.41	57.69	56.86	75.50	55.80	69.77	58.04
427	372	16	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	58.83	88.90	58.52	58.68	58.94	74.64	67.62	67.54	67.00	57.99	75.34	75.95	74.57	57.57	58.39	68.60	58.68	74.46	76.27	57.03	57.48	45.25	75.91	57.20	58.50	57.95
444	372	16	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	59.95	58.56	69.02	58.40	69.03	69.37	68.44	69.00	55.45	56.55	56.65	58.06	75.23	57.33	58.31	68.62	70.11	68.34	70.39	55.19	56.30	56.10	57.12	56.77	57.43	56.49
445	372	16	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	69.67	58.15	59.34	58.70	58.16	57.50	67.84	56.98	66.89	58.14	57.84	57.69	75.26	74.94	58.01	56.79	58.40	43.09	76.20	70.61	45.26	58.06	56.84	57.11	57.00	56.25
446	372	16	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	73.74	58.32	67.91	58.35	58.28	58.06	74.53	58.57	57.44	47.22	75.82	75.42	69.02	58.04	58.70	69.34	57.87	68.43	67.80	69.78	57.46	57.11	76.49	56.48	75.77	57.28
447	372	16	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	59.15	58.57	69.39	58.72	58.77	58.74	67.79	56.83	58.80	57.92	69.19	76.11	75.33	69.11	58.28	68.96	45.32	68.45	75.92	53.69	75.65	46.37	56.56	58.12	56.76	57.07
464	372	16	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	73.53	58.67	69.18	58.87	58.72	68.45	73.49	58.02	59.36	58.38	74.71	58.25	73.54	59.33	46.30	75.14	59.08	68.82	68.78	57.61	57.97	58.27	58.29	47.16	60.01	57.17
465	372	16	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	73.59	58.97	59.25	58.73	58.57	75.06	73.69	57.40	57.20	47.66	57.43	55.59	57.69	58.93	58.35	75.81	57.52	58.25	75.97	56.30	57.92	59.32	76.70	55.83	57.95	57.06
466	372	16	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	59.07	58.81	58.03	58.59	58.77	57.50	73.91	59.19	68.22	56.76	69.18	58.30	75.07	59.59	57.87	68.90	68.84	69.36	57.75	57.52	46.28	44.05	75.51	57.54	57.77	57.01
467	372	16	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	59.50	69.51	58.25	58.29	58.89	76.07	74.72	58.94	68.26	58.56	70.23	70.01	47.29	58.43	47.44	74.89	47.27	75.08	57.39	75.34	57.29	58.73	45.96	69.79	58.29	58.90
484	372	16	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	58.94	59.09	59.30	58.00	58.57	75.82	74.27	59.27	57.69	57.41	68.52	69.15	74.64	58.34	58.11	69.03	68.69	54.81	76.51	76.94	57.10	56.24	77.28	69.21	57.02	55.78
485	372	16	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	68.32	58.06	69.63	58.51	58.85	69.74	75.07	67.96	69.53	54.01	68.69	70.82	68.34	57.48	58.37	75.31	74.91	67.84	57.83	75.75	56.13	57.67	57.11	56.97	45.04	57.92
486	372	16	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	58.52	58.71	68.19	58.70	58.82	68.63	74.27	59.19	67.81	58.14	58.36	70.15	65.41	75.32	58.91	58.02	48.37	58.29	75.91	76.96	58.53	56.88	57.14	56.47	57.50	57.58
487	372	16	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	66.77	58.11	57.80	57.92	89.06	56.97	74.59	68.05	57.17	57.54	76.46	76.97	75.22	57.65	58.14	57.20	58.42	55.56	76.58	77.21	56.99	55.62	58.67	57.07	56.82	56.99
504	372	16	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	75.10	67.21	58.59	58.37	58.33	58.19	73.55	58.34	67.90	57.05	69.37	58.31	74.75	69.89	58.05	57.20	75.05	69.67	57.72	55.58	58.56	47.73	76.43	57.78	56.75	56.73
505	372	16	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	67.79	58.53	57.33	58.50	58.34	69.52	67.95	58.62	68.61	57.81	76.59	57.09	75.15	56.24	58.49	68.60	56.63	68.79	57.29	77.14	46.82	55.62	75.66	56.80	56.06	57.71
506	372	16	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	58.71	57.68	69.52	59.07	66.78	75.30	73.66	58.31	69.22	57.36	56.83	57.27	75.31	58.72	58.76	68.85	75.24	57.84	75.21	69.41	46.19	57.01	57.23	57.70	57.62	56.79
507	372	16	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	60.03	58.70	58.09	58.53	57.71	57.62	74.86	57.25	58.65	68.02	68.65	70.35	75.31	75.96	58.06	75.35	57.86	57.13	75.31	76.16	57.37	56.36	46.17	69.86	75.33	57.35
524	372	16	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	74.68	58.11	58.02	58.33	58.44	57.22	67.76	58.06	47.14	58.97	57.75	57.75	69.45	57.32	57.83	68.54	57.89	68.10	76.17	57.54	47.52	56.74	76.39	56.17	57.48	47.33
525	372	16	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	73.51	58.26	69.16	57.96	69.17	58.00	58.36	47.21	67.46	58.12	56.87	55.16	70.09	57.15	57.87	66.44	56.22	75.56	56.85	70.38	57.51	57.49	75.34	56.70	57.52	57.00
526	372	16	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	68.96	58.44	59.43	58.35	58.94	59.09	59.43	58.23	57.70	68.97	69.40	69.11	89.81	58.77	46.50	69.44	58.22	73.85	57.52	76.64	57.65	57.26	74.93	57.49	57.14	57.87
527	372	16	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	59.29	66.86	57.95	58.59	58.48	75.21	74.81	67.86	68.31	58.32	58.09	57.55	75.46	67.19	68.81	68.52	58.59	49.33	57.86	76.13	56.26	56.81	45.47	56.62	57.01	57.64
544	372	16	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	90.80	91.68	91.07	90.42	72.75	90.93	90.73	91.03	91.44	91.25	92.27	90.65	93.73	91.89	92.94	91.45	92.16	92.72	91.02	91.79	93.12	92.72	90.52	93.28	92.33	90.26
545	372	16	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	92.41	92.41	91.38	89.72	92.83	90.76	91.38	91.12	90.80	91.79	91.48	88.71	91.14	91.74	92.70	92.99	93.27	90.23	90.99	93.99	92.73	92.73	93.41	91.10	90.84	92.66
546	372	16	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	92.34	91.18	91.29	89.37	90.68	90.81	89.98	90.66	91.14	91.08	94.69	90.70	90.42	90.91	93.39	90.04	94.76	93.48	90.84	90.59	90.61	91.76	93.07	93.69	91.40	89.98
547	372	16	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	91.96	91.57	92.29	91.46	92.94	90.72	90.52	89.09	92.68	92.27	92.89	89.23	92.24	92.22	88.66	91.65	93.34	90.26	92.36	92.83	93.01	94.03	93.98	91.87	92.61	92.07
564	372	16	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	92.67	93.87	91.51	92.60	91.39	92.49	91.00	90.23	91.66	92.52	91.28	89.85	90.02	92.31	91.98	92.46	92.71	92.08	89.13	91.72	71.79	92.42	92.22	71.64	92.02	89.60
565	372	16	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	93.01	92.99	94.39	92.91	93.07	90.13	92.38	91.51	92.25	90.80	91.64	92.66	90.81	91.15	90.20	92.50	93.21	92.32	92.00	91.51	94.34	90.81	93.92	92.27	92.73	91.43
566	372	16	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	92.80	92.17	92.88	91.38	92.50	91.36	90.96	91.89	91.14	91.48	93.40	91.00	91.40	89.48	91.66	90.71	92.37	90.56	92.71	91.42	93.46	92.73	93.41	71.41	93.31	92.48
567	372	16	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	92.86	91.59	73.31	91.99	91.65	93.60	92.64	74.71	92.25	92.12	89.36	91.78	92.68	92.24	90.55	90.92	91.29	94.15	91.13	91.20	92.27	92.11	73.12	92.73	92.43	92.13
584	372	16	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	90.78	93.37	91.57	92.30	92.58	91.19	94.15	93.54	93.54	92.12	91.57	90.02	92.37	93.88	92.56	92.25	91.77	92.22	93.94	93.23	93.80	92.70	72.75	91.94	93.85	91.46
585	372	16	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	91.85	93.48	94.35	92.38	93.66	91.51	94.01	90.05	92.37	91.04	90.95	92.71	90.69	94.12	90.27	92.77	93.83	90.76	91.52	92.07	77.08	94.58	93.07	92.79	93.64	92.80
586	372	16	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	92.69	93.17	93.46	91.27	93.90	91.83	91.54	91.83	92.93	90.92	92.49	89.15	92.77	91.40	90.43	91.46	93.53	93.32	93.36	91.25	92.43	93.38	93.27	71.48	92.66	91.92
587	372	16	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	92.02	89.90	93.97	90.15	91.79	92.45	91.72	90.78	90.10	91.67	91.94	91.65	92.58	91.75	93.84	93.36	89.85	92.41	93.56	92.65	92.74	92.15	94.17	92.31	91.89	93.06
604	372	16	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	58.36	58.42	58.12	59.60	58.87	76.14	75.42	58.43	58.04	56.86	57.44	75.87	68.95	57.90	58.71	75.90	57.65	75.10	55.92	76.16	57.05	44.69	56.66	56.76	59.10	56.10
605	372	16	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	59.49	58.46	58.94	58.60	67.62	68.70	68.05	58.70	57.84	58.33	75.67	56.43	68.14	58.84	57.81	75.56	57.98	46.08	57.90	69.08	58.33	57.06	58.76	57.07	58.28	58.23
606	372	16	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	73.44	57.94	75.17	58.31	58.68	68.42	75.12	56.92	58.86	57.73	56.71	56.79	67.60	48.73	58.15	75.40	47.99	68.80	76.27	55.58	57.86	55.87	76.06	56.19	58.71	57.04
607	372	16	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	59.23	58.03	59.19	58.76	58.66	75.53	74.94	57.60	57.39	58.52	75.23	70.83	74.28	58.48	58.94	58.14	57.58	73.84	75.47	56.48	57.00	46.98	75.66	56.44	57.42	57.15
624	372	16	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	73.19	69.27	57.82	58.07	48.64	57.66	58.65	58.00	56.56	56.61	68.60	57.01	74.69	57.36	57.73	74.54	57.67	68.23	71.01	69.23	56.53	56.02	76.28	57.79	57.64	44.22
625	372	16	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	74.19	58.54	73.81	69.63	58.15	68.92	73.56	67.84	58.70	58.26	58.09	57.72	75.08	69.33	59.55	57.66	58.29	58.06	75.23	71.49	46.11	58.37	75.40	56.71	59.13	58.11
626	372	16	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	68.20	68.48	73.96	58.65	59.15	67.75	74.35	57.59	58.54	58.27	75.96	69.83	74.36	58.00	57.50	75.30	74.90	68.78	70.58	57.19	58.26	57.74	58.72	56.68	45.34	57.95
627	372	16	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	68.22	58.48	57.78	58.64	58.86	57.04	73.98	68.03	47.22	58.12	58.00	75.18	74.73	47.02	58.11	70.09	58.14	74.15	76.70	75.33	56.54	45.97	55.75	56.86	56.92	56.67
644	372	16	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	60.64	58.72	57.95	58.49	58.51	58.17	73.72	68.17	57.58	57.90	57.89	57.95	75.40	60.01	58.85	75.33	58.10	68.69	70.96	75.67	57.92	58.61	47.47	57.41	57.51	69.25
645	372	16	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	58.33	68.52	68.72	58.25	58.83	69.88	76.19	57.47	57.59	70.68	75.73	71.30	75.54	57.74	58.30	57.08	44.53	57.79	74.92	76.37	45.01	58.27	75.84	57.13	56.71	56.55
646	372	16	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	58.27	68.39	58.56	58.26	69.73	57.75	57.90	68.76	67.80	57.75	75.51	57.52	74.54	57.78	58.50	75.75	67.43	75.47	75.10	58.00	57.77	56.70	56.81	57.57	57.31	56.96
647	372	16	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	72.89	58.48	58.83	58.28	59.35	76.07	74.98	67.56	75.07	56.00	75.48	58.67	75.69	58.60	58.07	68.51	57.91	57.50	58.61	56.72	44.09	56.79	75.04	57.07	58.19	47.51
664	372	16	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	73.95	58.66	58.12	58.39	57.67	57.23	67.46	58.01	58.85	68.73	67.62	69.98	75.69	57.74	58.90	74.75	58.00	68.13	76.23	56.59	57.77	55.71	76.00	56.70	58.13	56.88
665	372	16	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	75.05	58.98	68.08	58.84	57.92	69.62	69.91	48.77	68.71	57.62	68.73	57.92	68.90	57.37	58.44	75.77	57.30	75.78	57.50	69.97	57.23	56.42	76.46	56.25	58.33	55.96
666	372	16	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	58.01	74.19	67.69	58.34	58.76	57.70	75.14	57.72	47.59	58.62	57.75	57.14	57.77	58.04	58.11	74.18	46.28	75.47	54.03	75.94	57.12	56.92	76.24	56.73	58.38	56.16
667	372	16	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	74.50	58.30	57.82	57.91	58.46	54.65	74.74	57.62	48.71	58.86	57.50	55.92	75.02	55.63	58.48	75.15	57.74	57.83	76.44	75.77	57.91	56.92	76.46	56.56	57.08	45.35
684	372	16	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	58.71	58.42	67.53	58.43	57.80	75.55	68.29	58.26	57.90	58.12	77.15	57.13	75.88	57.56	57.09	69.16	45.82	69.43	57.75	71.11	44.14	44.79	69.88	56.56	69.87	57.67
685	372	16	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	74.93	58.62	57.80	58.77	58.43	69.70	57.81	56.96	57.82	68.05	58.12	69.63	69.18	56.78	57.97	75.45	57.07	90.29	75.72	68.65	55.77	56.38	47.65	57.11	69.20	58.77
686	372	16	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	73.63	58.67	53.56	59.00	58.35	57.80	69.20	57.66	75.47	68.72	75.40	57.89	69.09	58.44	58.50	67.66	58.57	75.52	75.92	69.87	57.32	56.15	75.86	57.32	57.66	58.09
687	372	16	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	57.84	57.80	58.03	57.88	57.61	56.87	68.75	57.05	58.24	57.50	57.50	57.72	69.19	57.45	57.91	75.77	57.95	73.91	70.18	57.24	58.22	56.67	44.87	42.91	56.95	56.90
704	372	16	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	68.24	58.59	58.98	58.41	58.53	58.00	59.27	58.04	56.22	58.13	58.06	55.78	69.40	69.53	57.24	58.54	69.98	74.27	75.85	56.55	56.43	44.43	56.32	56.68	57.69	55.82
705	372	16	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	70.63	58.54	57.81	58.66	58.39	58.58	57.82	57.53	68.79	56.69	75.36	57.87	75.23	59.36	58.89	69.31	58.00	57.45	76.69	56.77	44.86	57.95	57.18	57.52	57.33	57.95
706	372	16	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	59.06	58.14	57.68	58.48	58.39	68.24	73.87	57.72	57.46	57.08	57.56	56.62	75.29	74.64	57.63	68.61	57.95	58.13	75.46	75.09	58.31	55.32	47.26	56.40	56.35	46.74
707	372	16	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	73.88	58.02	58.27	57.56	58.40	58.00	73.94	56.98	67.13	59.14	69.07	58.50	67.55	57.82	57.54	75.44	56.85	43.83	76.65	54.87	58.05	56.92	56.72	57.43	57.05	56.36

The global mean maximum row:

	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26	average_map
365	90.32	89.76	89.41	89.64	89.15	90.16	89.44	89.98	88.37	90.26	90.06	90.00	88.92	88.78	89.58	90.29	91.02	89.49	91.76	89.54	90.20	88.83	89.65	90.80	90.04	89.05	89.788462
387	88.42	89.57	89.57	90.41	90.18	89.85	88.23	89.34	89.43	89.66	91.75	90.85	90.67	87.54	89.88	89.07	89.99	89.11	90.46	90.10	89.89	90.50	88.38	89.29	91.07	89.50	89.719615
545	89.60	90.74	88.61	89.91	90.04	89.39	90.03	89.62	90.53	88.81	90.04	89.20	90.04	89.33	89.64	89.80	90.21	88.13	90.26	90.77	88.95	88.71	89.90	89.00	88.58	90.37	89.623462
386	89.16	89.67	89.33	89.47	89.52	89.18	90.50	89.51	90.09	90.66	90.03	89.62	90.05	90.09	88.48	87.73	89.55	88.87	89.50	91.21	90.02	90.42	89.23	89.84	88.24	90.14	89.619615
407	89.74	88.31	87.99	89.40	88.55	88.72	90.09	89.12	88.88	90.04	91.76	91.75	89.60	89.22	88.94	91.22	89.02	90.56	89.43	90.57	88.38	89.60	88.55	89.41	91.23	88.32	89.553846
405	90.51	89.27	88.12	87.94	90.37	90.02	87.55	91.39	88.88	88.63	89.32	89.41	89.49	89.32	90.07	90.14	91.81	90.59	88.56	90.11	88.85	90.47	88.84	90.19	87.97	89.33	89.505769
385	89.31	87.21	89.67	88.66	89.61	89.43	88.35	89.40	89.60	91.18	91.03	90.33	89.95	89.26	89.52	89.69	88.47	89.73	89.62	89.21	89.01	89.67	89.77	88.80	91.36	88.92	89.490769
547	88.92	88.42	90.89	90.46	88.81	90.24	88.92	87.25	88.43	88.15	89.23	89.95	88.73	90.04	89.13	90.11	90.20	88.72	88.94	90.25	90.06	90.57	89.98	89.11	90.49	89.21	89.431154
565	88.97	90.63	89.92	88.71	88.82	89.41	88.53	89.94	90.76	88.31	90.51	89.83	89.39	89.31	89.39	90.11	89.21	88.90	89.52	89.00	89.99	88.80	88.63	87.90	88.98	89.51	89.345385
367	88.97	88.43	89.12	89.00	89.12	89.42	90.48	89.81	89.49	89.15	92.17	91.02	88.54	87.55	87.09	89.70	88.53	89.22	89.22	90.89	88.53	88.95	88.36	90.89	89.43	89.61	89.334231

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code

pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
544	372	16	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	87.45	90.51	91.20	88.98	75.83	88.43	89.22	88.42	88.66	89.41	88.87	90.35	89.86	89.32	90.36	89.14	90.01	90.04	90.24	90.46	89.58	90.26	86.35	89.26	89.01	87.77
545	372	16	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	89.60	90.74	88.61	89.91	90.04	89.39	90.03	89.62	90.53	88.81	90.04	89.20	90.04	89.33	89.64	89.80	90.21	88.13	90.26	90.77	88.95	88.71	89.90	89.00	88.58	90.37
547	372	16	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	88.92	88.42	90.89	90.46	88.81	90.24	88.92	87.25	88.43	88.15	89.23	89.95	88.73	90.04	89.13	90.11	90.20	88.72	88.94	90.25	90.06	90.57	89.98	89.11	90.49	89.21
364	372	16	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	87.50	89.72	87.39	76.91	88.89	89.65	87.33	90.05	89.65	88.77	90.38	91.71	90.26	89.25	89.94	90.59	90.68	89.92	89.34	90.42	89.58	89.84	89.00	89.30	89.15	89.35
365	372	16	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	90.32	89.76	89.41	89.64	89.15	90.16	89.44	89.98	88.37	90.26	90.06	90.00	88.92	88.78	89.58	90.29	91.02	89.49	91.76	89.54	90.20	88.83	89.65	90.80	90.04	89.05
366	372	16	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	89.78	77.79	88.20	90.22	88.59	90.99	88.70	89.64	89.64	90.17	89.45	89.87	89.24	89.96	89.07	89.22	90.91	88.95	90.89	91.31	89.05	89.81	88.64	88.86	89.15	88.90
564	372	16	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	88.31	90.10	89.99	89.63	89.71	90.38	89.96	88.38	88.51	90.06	89.52	90.98	89.63	88.54	88.77	91.45	90.94	88.72	89.20	90.42	75.97	90.23	88.43	76.70	87.98	88.75
566	372	16	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	87.65	90.31	91.48	90.66	88.71	90.12	88.75	90.20	87.39	88.65	90.39	89.91	89.13	88.66	89.73	89.11	88.57	89.69	91.12	91.40	89.19	90.71	87.70	76.56	90.29	89.30
384	372	16	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	89.42	77.02	89.09	90.02	87.83	91.21	89.63	89.17	87.54	88.68	90.63	91.77	89.36	88.28	89.84	88.89	88.81	89.74	90.20	91.27	90.39	89.14	88.79	87.72	89.76	90.91
385	372	16	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	89.31	87.21	89.67	88.66	89.61	89.43	88.35	89.40	89.60	91.18	91.03	90.33	89.95	89.26	89.52	89.69	88.47	89.73	89.62	89.21	89.01	89.67	89.77	88.80	91.36	88.92
386	372	16	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	89.16	89.67	89.33	89.47	89.52	89.18	90.50	89.51	90.09	90.66	90.03	89.62	90.05	90.09	88.48	87.73	89.55	88.87	89.50	91.21	90.02	90.42	89.23	89.84	88.24	90.14
387	372	16	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	88.42	89.57	89.57	90.41	90.18	89.85	88.23	89.34	89.43	89.66	91.75	90.85	90.67	87.54	89.88	89.07	89.99	89.11	90.46	90.10	89.89	90.50	88.38	89.29	91.07	89.50
584	372	16	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	88.83	89.68	88.90	89.74	89.11	90.15	90.98	90.40	89.67	88.88	87.94	90.19	87.30	89.65	88.89	90.58	89.79	91.00	90.50	90.54	90.14	88.20	75.56	89.14	88.54	89.71
585	372	16	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	88.03	89.78	89.58	88.80	89.04	90.20	88.72	90.72	88.98	89.85	89.93	90.99	88.70	89.38	88.76	89.74	90.39	89.28	90.62	91.75	76.36	89.67	88.72	89.16	88.86	90.05
405	372	16	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	90.51	89.27	88.12	87.94	90.37	90.02	87.55	91.39	88.88	88.63	89.32	89.41	89.49	89.32	90.07	90.14	91.81	90.59	88.56	90.11	88.85	90.47	88.84	90.19	87.97	89.33
406	372	16	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	88.23	86.75	88.17	89.60	89.92	89.66	88.41	91.22	89.91	89.58	90.11	91.17	89.90	90.08	89.62	89.14	89.43	89.03	89.39	91.63	89.02	89.65	88.69	77.96	89.93	89.56
407	372	16	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	89.74	88.31	87.99	89.40	88.55	88.72	90.09	89.12	88.88	90.04	91.76	91.75	89.60	89.22	88.94	91.22	89.02	90.56	89.43	90.57	88.38	89.60	88.55	89.41	91.23	88.32

Size of the All data:  (144, 29)
Size of the Sig data:  (17, 34)

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
15	372	16	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	90.80	91.68	91.07	90.42	72.75	90.93	90.73	91.03	91.44	91.25	92.27	90.65	93.73	91.89	92.94	91.45	92.16	92.72	91.02	91.79	93.12	92.72	90.52	93.28	92.33	90.26
2	372	16	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	92.41	92.41	91.38	89.72	92.83	90.76	91.38	91.12	90.80	91.79	91.48	88.71	91.14	91.74	92.70	92.99	93.27	90.23	90.99	93.99	92.73	92.73	93.41	91.10	90.84	92.66
7	372	16	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	91.96	91.57	92.29	91.46	92.94	90.72	90.52	89.09	92.68	92.27	92.89	89.23	92.24	92.22	88.66	91.65	93.34	90.26	92.36	92.83	93.01	94.03	93.98	91.87	92.61	92.07
13	372	16	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	91.19	93.26	91.95	72.71	92.60	91.57	90.20	91.41	90.05	92.54	92.57	92.31	91.41	92.79	91.64	91.16	90.94	91.47	91.66	91.78	91.01	92.94	92.81	92.28	92.20	91.20
0	372	16	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	92.25	90.45	92.12	92.57	92.31	90.94	90.19	91.73	90.68	92.67	92.30	91.28	88.73	89.99	91.06	90.50	91.79	92.32	92.46	89.84	93.52	92.26	92.36	92.75	93.68	92.49
8	372	16	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	92.66	72.75	93.43	91.33	92.10	91.32	90.80	90.67	93.70	92.38	94.34	90.65	91.01	90.10	90.96	91.59	91.63	93.49	91.88	93.06	94.04	92.47	91.96	92.57	91.89	91.26
16	372	16	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	92.67	93.87	91.51	92.60	91.39	92.49	91.00	90.23	91.66	92.52	91.28	89.85	90.02	92.31	91.98	92.46	92.71	92.08	89.13	91.72	71.79	92.42	92.22	71.64	92.02	89.60
11	372	16	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	92.80	92.17	92.88	91.38	92.50	91.36	90.96	91.89	91.14	91.48	93.40	91.00	91.40	89.48	91.66	90.71	92.37	90.56	92.71	91.42	93.46	92.73	93.41	71.41	93.31	92.48
12	372	16	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	93.38	73.30	93.17	93.82	92.64	91.11	92.42	93.02	91.75	92.71	93.68	91.81	92.82	89.94	92.95	90.83	91.95	90.72	90.62	93.82	92.69	91.86	93.79	91.02	92.84	91.84
6	372	16	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	91.78	89.61	92.66	90.93	91.99	91.92	92.52	92.00	90.68	92.33	93.38	90.33	92.74	92.27	90.29	92.14	92.00	91.50	91.31	90.75	91.87	93.65	93.93	92.76	92.50	91.23
3	372	16	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	93.79	92.68	93.20	92.85	91.65	91.56	91.63	90.92	92.48	93.58	94.23	90.43	90.83	92.21	89.17	92.62	93.22	93.43	91.67	92.38	93.12	94.08	93.93	92.32	91.37	91.04
1	372	16	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	91.04	91.81	92.99	91.64	91.51	91.11	92.26	92.97	90.22	94.10	91.58	91.15	92.45	90.83	91.21	91.45	91.86	90.68	91.11	91.52	93.15	93.33	92.31	93.04	94.17	93.17
14	372	16	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	90.78	93.37	91.57	92.30	92.58	91.19	94.15	93.54	93.54	92.12	91.57	90.02	92.37	93.88	92.56	92.25	91.77	92.22	93.94	93.23	93.80	92.70	72.75	91.94	93.85	91.46
9	372	16	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	91.85	93.48	94.35	92.38	93.66	91.51	94.01	90.05	92.37	91.04	90.95	92.71	90.69	94.12	90.27	92.77	93.83	90.76	91.52	92.07	77.08	94.58	93.07	92.79	93.64	92.80
5	372	16	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	91.56	93.00	93.59	91.75	93.46	91.55	89.97	92.97	93.52	92.93	91.96	92.05	91.22	93.83	93.14	90.33	93.36	91.62	93.77	92.56	92.96	94.96	91.97	92.67	92.55	92.00
10	372	16	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	91.42	92.36	92.46	90.43	94.55	91.09	92.75	93.11	92.71	92.43	90.66	93.50	92.66	91.49	92.46	91.18	91.21	92.06	93.43	91.37	92.33	92.16	92.96	77.87	93.94	92.97
4	372	16	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	91.05	92.49	92.77	91.36	92.62	91.92	91.15	90.50	91.01	93.43	92.34	92.80	91.84	91.62	90.41	92.62	92.12	93.42	91.43	94.71	93.89	91.81	92.53	91.40	92.71	90.86

Size of the test data:  (17, 34)

Average & Std Deviation of the Significant rows:

	mean	std
mAP_valid_abs_values_20	90.644706	0.711540
mAP_valid_abs_values_12	90.473529	0.820327
mAP_valid_abs_values_11	90.025882	0.969369
mAP_valid_abs_values_19	90.001765	0.848508
mAP_valid_abs_values_17	89.988235	0.937365
mAP_valid_abs_values_6	89.869412	0.715563
mAP_valid_abs_values_22	89.781176	0.722728
mAP_valid_abs_values_16	89.759412	0.926704
mAP_valid_abs_values_8	89.635882	1.041160
mAP_valid_abs_values_25	89.508824	1.117083
mAP_valid_abs_values_18	89.504118	0.766103
mAP_valid_abs_values_10	89.496471	0.841494
mAP_valid_abs_values_13	89.460588	0.777283
mAP_valid_abs_values_15	89.424706	0.538738
mAP_valid_abs_values_26	89.361176	0.758262
mAP_valid_abs_values_3	89.270000	1.161255
mAP_valid_abs_values_14	89.217647	0.690883
mAP_valid_abs_values_7	89.106471	1.008693
mAP_valid_abs_values_9	89.068235	0.863649
mAP_valid_abs_values	88.892941	0.951918
mAP_valid_abs_values_4	88.850000	3.156268
mAP_valid_abs_values_5	88.462353	3.324029
mAP_valid_abs_values_23	88.010588	3.324422
mAP_valid_abs_values_21	87.920000	4.461438
mAP_valid_abs_values_2	87.918235	4.105006
mAP_valid_abs_values_24	87.123529	4.845053

We then apply the hyperparameters to the test set and average the results.

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)

	mean	std
mAP_test_abs_values_22	93.025294	0.935074
mAP_test_abs_values_25	92.732353	0.936867
mAP_test_abs_values_3	92.552353	0.883449
mAP_test_abs_values_10	92.445294	0.801733
mAP_test_abs_values_11	92.404706	1.112324
mAP_test_abs_values_17	92.325294	0.828448
mAP_test_abs_values_20	92.284706	1.234646
mAP_test_abs_values	91.964118	0.896270
mAP_test_abs_values_19	91.824118	1.210501
mAP_test_abs_values_14	91.806471	1.408097
mAP_test_abs_values_9	91.790000	1.179597
mAP_test_abs_values_18	91.737647	1.107314
mAP_test_abs_values_26	91.728824	0.991122
mAP_test_abs_values_16	91.688235	0.841451
mAP_test_abs_values_23	91.641765	4.952284
average_map	91.627195	0.572108
mAP_test_abs_values_13	91.605882	1.203251
mAP_test_abs_values_7	91.567059	1.268827
mAP_test_abs_values_8	91.544118	1.268119
mAP_test_abs_values_5	91.416471	4.875432
mAP_test_abs_values_15	91.415294	1.340089
mAP_test_abs_values_6	91.355882	0.461371
mAP_test_abs_values_12	91.087059	1.311954
mAP_test_abs_values_21	90.798235	6.273964
mAP_test_abs_values_4	90.567647	4.711765
mAP_test_abs_values_2	90.015294	6.485115
mAP_test_abs_values_24	88.982941	7.462319

Summary:

Code

def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1


res_valid_mwu_16['id'] = res_valid_mwu_16.index.to_series().apply(extract_number)
res_test_mwu_16['id'] = res_test_mwu_16.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_16,res_test_mwu_16])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_16 = res_test_mwu_16.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_16 =  res_valid_mwu_16.reset_index(drop=True)
res_valid_mwu_16.columns = ['valid_score', 'std', 'id']
res_valid_mwu_16 = res_valid_mwu_16[['valid_score', 'id']]

res_test_mwu_16.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_16 = res_test_mwu_16[['test_score', 'id']]


result_merged_mwu_16 = pd.merge(res_valid_mwu_16,res_test_mwu_16,on='id')


result_merged_mwu_16.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_16 = result_merged_mwu_16[['id','valid_score','test_score']]

html_table = result_merged_mwu_16.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

	id	valid_score	test_score
0	20	90.644706	92.284706
1	12	90.473529	91.087059
2	11	90.025882	92.404706
3	19	90.001765	91.824118
4	17	89.988235	92.325294
5	6	89.869412	91.355882
6	22	89.781176	93.025294
7	16	89.759412	91.688235
8	8	89.635882	91.544118
9	25	89.508824	92.732353
10	18	89.504118	91.737647
11	10	89.496471	92.445294
12	13	89.460588	91.605882
13	15	89.424706	91.415294
14	26	89.361176	91.728824
15	3	89.270000	92.552353
16	14	89.217647	91.806471
17	7	89.106471	91.567059
18	9	89.068235	91.790000
19	1	88.892941	91.964118
20	4	88.850000	90.567647
21	5	88.462353	91.416471
22	23	88.010588	91.641765
23	21	87.920000	90.798235
24	2	87.918235	90.015294
25	24	87.123529	88.982941

Code

#%%

dt_valid  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")



output_size = 8

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
0	372	8	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	65.08	71.42	58.92	72.74	65.45	56.49	64.43	65.40	66.53	73.21	71.77	42.66	73.21	64.22	73.58	64.23	65.05	65.90	75.61	65.00	66.63	66.89	67.82	66.01	65.78	66.67
1	372	8	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	69.29	65.24	63.76	64.18	71.84	61.50	59.77	65.18	65.48	64.65	73.48	63.66	73.45	64.79	63.53	63.58	65.63	63.52	62.74	63.35	70.49	66.28	63.75	65.42	64.12	66.40
2	372	8	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	65.18	65.49	66.64	64.59	65.64	66.88	59.07	64.90	65.26	64.92	55.33	64.21	65.45	64.87	64.26	72.62	64.71	72.28	60.93	63.17	65.79	65.03	65.36	63.94	66.00	64.07
3	372	8	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	64.63	65.05	63.98	64.03	65.74	74.29	55.75	64.68	72.73	56.28	62.89	63.98	72.48	64.43	63.52	64.22	64.78	67.65	62.99	62.80	66.34	65.22	65.12	65.80	64.73	64.42
20	372	8	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	72.52	65.61	69.27	63.90	73.64	61.75	73.31	64.06	73.09	65.52	73.81	69.21	84.00	72.82	65.20	64.46	62.72	73.55	55.28	62.42	65.74	65.16	64.41	64.70	65.76	64.82
21	372	8	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	66.11	65.31	55.89	64.21	64.97	64.02	71.86	63.68	73.28	65.03	74.88	63.10	73.09	63.63	64.48	74.70	64.32	64.20	69.55	68.51	65.09	64.90	65.83	63.83	64.16	65.61
22	372	8	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	72.98	62.15	65.28	65.76	73.15	62.84	72.09	64.60	42.66	64.98	62.78	63.10	74.21	64.44	66.27	74.04	64.20	73.82	64.17	62.90	65.88	65.81	64.63	65.57	63.47	64.38
23	372	8	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	64.81	65.12	73.46	64.67	65.20	74.57	71.46	64.28	73.10	64.84	74.66	62.95	73.63	63.44	65.33	75.28	63.43	63.73	65.04	69.07	64.98	66.47	64.23	64.54	63.65	64.53
40	372	8	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	72.95	64.59	72.88	64.23	73.35	74.28	73.79	62.69	74.34	63.67	73.73	63.12	73.42	62.07	63.64	73.16	63.73	63.02	64.31	60.06	65.12	65.38	62.67	65.52	64.29	65.09
41	372	8	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	72.94	73.22	64.88	42.66	73.49	65.04	73.60	64.53	73.78	73.72	68.60	61.46	73.27	64.59	63.42	80.93	64.76	64.85	74.87	62.48	64.59	64.63	64.41	64.47	64.85	63.49
42	372	8	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	72.30	72.50	65.52	65.06	68.32	64.57	73.20	64.25	72.94	65.56	74.87	63.43	73.98	84.03	64.01	66.02	65.55	63.57	64.27	64.24	54.98	52.64	73.16	63.83	64.00	65.02
43	372	8	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	72.47	65.24	71.26	65.53	73.60	74.25	55.18	64.93	65.29	73.60	63.23	63.56	74.10	64.68	64.63	63.61	63.56	74.21	75.40	64.49	63.99	64.83	64.41	65.41	64.13	63.59
60	372	8	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	63.36	65.44	65.64	67.27	64.88	64.98	66.56	66.34	65.32	66.66	55.97	65.05	55.46	66.87	65.51	71.00	65.15	66.80	65.18	63.86	66.32	66.45	66.17	66.97	65.57	67.63
61	372	8	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	71.61	65.59	65.54	64.37	65.40	65.17	71.87	66.14	64.17	66.23	74.49	62.70	73.66	64.03	64.08	65.30	64.48	63.89	63.38	64.88	65.87	67.14	65.67	65.20	64.68	65.91
62	372	8	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	56.21	65.40	64.06	65.11	64.31	68.60	65.45	64.76	64.65	55.99	55.73	63.11	65.61	63.80	64.56	64.56	63.42	71.86	68.30	65.50	66.23	67.00	63.73	64.75	64.69	64.60
63	372	8	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	65.42	65.25	64.85	64.81	71.19	61.89	71.70	64.56	65.74	66.50	55.78	65.07	65.10	64.02	65.32	63.32	63.33	65.10	64.44	64.06	65.30	64.86	64.22	66.73	64.84	65.34
80	372	8	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	73.40	65.42	65.64	64.36	71.90	64.27	73.44	65.18	42.66	65.02	83.11	62.97	72.86	64.34	42.66	71.89	66.60	64.57	62.16	63.14	64.96	65.94	64.11	65.08	64.89	64.11
81	372	8	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	64.86	65.75	73.22	64.25	64.84	63.71	73.78	64.05	65.31	73.21	73.93	64.23	85.99	63.18	64.07	73.23	62.86	73.73	64.56	74.61	65.46	53.37	64.36	63.79	64.94	63.01
82	372	8	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	66.26	65.32	64.48	63.86	63.18	74.55	71.54	63.82	73.62	65.90	74.32	63.85	72.59	63.54	63.29	63.73	63.13	55.29	64.18	63.12	65.34	64.86	64.13	64.24	64.35	64.26
83	372	8	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	72.77	65.54	72.87	64.05	64.84	74.93	64.84	65.06	65.01	63.83	68.79	62.59	42.66	64.18	63.17	55.28	42.66	65.07	63.68	62.97	64.34	64.35	64.75	63.91	65.07	64.33
100	372	8	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	73.15	63.77	65.21	65.30	62.66	69.81	72.22	73.98	63.93	64.34	63.44	60.89	54.62	63.43	63.94	69.13	63.55	82.94	75.30	63.86	63.67	64.08	65.39	62.92	64.65	64.34
101	372	8	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	64.87	65.94	65.68	64.95	64.83	63.37	73.01	64.53	64.38	83.73	64.17	63.44	73.89	64.23	63.85	65.64	63.30	64.59	62.68	74.10	66.46	64.08	64.02	63.62	65.02	64.91
102	372	8	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	72.73	64.58	64.59	65.83	65.58	63.18	65.51	64.90	64.67	73.19	63.25	61.95	74.05	68.90	63.65	63.94	64.87	64.57	63.59	63.67	70.73	65.16	64.31	63.90	64.93	65.41
103	372	8	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	70.88	64.81	62.83	42.66	63.92	63.86	72.05	65.71	73.72	65.67	62.76	63.90	85.08	62.86	63.66	74.14	63.23	73.75	64.24	63.09	63.72	65.44	63.04	64.32	63.41	64.54
120	372	8	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	56.17	66.60	64.36	65.85	72.33	42.66	65.28	63.64	75.14	64.84	75.06	61.19	72.67	63.09	64.56	73.50	64.26	62.57	72.35	61.97	66.46	66.59	65.49	64.90	65.25	66.97
121	372	8	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	71.15	64.08	65.09	66.40	42.66	72.33	71.25	64.35	63.51	72.60	64.78	63.30	72.65	63.37	63.91	64.96	63.37	66.33	74.68	60.53	64.98	65.38	66.00	65.14	65.47	64.69
122	372	8	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	64.39	63.60	63.27	64.63	65.01	63.61	73.77	63.87	64.25	64.81	62.52	63.76	74.10	54.81	64.25	63.22	63.27	72.16	61.92	63.18	66.05	67.03	64.26	64.62	63.53	64.00
123	372	8	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	65.86	64.80	63.66	66.04	65.59	55.78	64.89	65.99	72.73	64.90	65.80	65.52	55.39	64.03	64.47	77.82	65.04	73.18	65.53	65.16	66.28	66.03	65.69	64.70	66.33	66.14
140	372	8	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	65.68	64.39	72.42	66.30	64.87	62.33	72.40	63.45	62.81	65.23	64.47	63.47	56.23	64.63	64.82	55.54	63.10	64.09	62.26	63.60	64.80	42.66	63.99	65.15	66.23	66.02
141	372	8	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	42.66	82.49	64.94	64.09	63.88	72.86	72.98	64.53	64.30	73.51	74.87	64.76	74.25	64.11	42.66	84.67	42.66	81.63	64.68	61.94	63.80	64.95	65.17	65.28	64.78	64.51
142	372	8	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	72.65	64.68	73.29	64.92	64.32	62.09	71.97	65.04	65.01	64.49	74.62	69.83	73.45	73.51	64.09	74.37	64.11	63.35	75.27	62.53	65.20	64.28	63.85	65.20	65.46	64.57
143	372	8	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	70.61	64.50	64.76	65.24	64.95	84.29	65.10	65.31	65.73	64.43	73.99	63.69	65.18	64.37	64.86	64.31	64.50	74.48	75.12	63.72	65.09	64.72	64.90	65.12	63.99	65.10
160	372	8	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	72.86	64.30	65.13	65.81	64.46	62.01	73.43	65.12	69.46	83.78	74.17	63.55	85.08	73.07	65.58	74.62	64.97	71.95	68.91	74.62	64.47	66.10	64.41	63.72	65.30	64.33
161	372	8	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	72.84	64.71	66.19	65.62	65.08	63.93	75.11	65.69	72.86	65.54	64.32	74.40	73.82	64.56	64.56	74.09	64.18	74.21	63.46	63.67	64.65	64.88	64.87	65.17	63.70	63.19
162	372	8	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	73.04	42.66	64.07	65.71	64.48	73.46	73.86	64.34	73.22	64.29	74.85	61.99	73.33	42.66	63.92	74.31	42.66	63.70	63.26	63.37	63.29	63.99	65.53	64.36	64.60	64.02
163	372	8	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	73.10	66.87	63.95	64.61	73.76	62.31	72.54	64.90	55.97	72.81	63.79	62.88	74.11	63.34	64.09	64.20	63.67	65.02	64.27	63.35	63.99	65.74	63.71	63.93	64.17	65.34
180	372	8	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	72.21	65.40	64.62	73.47	63.91	70.51	72.26	64.24	64.78	72.22	71.54	61.81	71.07	62.35	64.50	63.49	72.77	76.90	62.25	61.94	65.21	64.59	65.61	65.39	64.74	63.79
181	372	8	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	73.13	71.90	64.70	65.88	65.53	62.42	66.31	65.81	64.97	65.33	62.67	64.56	63.33	64.03	64.03	73.63	64.33	64.95	62.80	62.60	65.41	63.85	65.44	64.95	66.50	66.27
182	372	8	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	66.10	66.24	65.74	63.95	60.63	63.77	72.41	64.52	66.98	64.43	63.52	64.08	72.54	64.41	64.00	64.69	64.45	56.23	63.50	61.18	65.86	66.59	65.23	63.31	66.01	64.48
183	372	8	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	71.31	65.48	72.62	64.13	65.39	62.74	70.05	65.45	65.11	72.35	72.96	72.46	73.02	64.71	63.48	72.23	64.11	73.28	64.31	64.92	67.40	66.48	65.29	65.01	66.24	65.48
200	372	8	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	70.97	71.33	64.29	65.74	66.36	61.77	65.67	64.02	65.45	65.25	63.69	64.62	66.83	63.98	64.19	73.53	63.98	65.00	62.99	63.49	66.70	66.83	65.40	64.02	65.05	65.63
201	372	8	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	73.20	66.25	65.34	64.63	64.11	63.63	73.31	73.92	65.79	65.06	73.90	63.20	69.26	64.28	63.34	73.28	62.45	64.79	64.35	62.81	64.63	65.48	64.54	66.59	64.59	65.16
202	372	8	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	73.26	73.47	72.45	65.19	64.95	74.12	73.17	65.12	70.32	65.06	69.70	63.41	74.21	65.77	63.75	72.67	64.28	65.08	73.35	62.27	63.76	65.38	72.66	64.51	65.40	65.19
203	372	8	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	71.79	64.96	64.96	64.75	65.54	69.91	72.78	65.31	64.96	64.88	65.00	73.84	73.71	63.04	65.17	63.33	64.32	71.59	64.57	64.34	64.35	64.58	64.11	64.70	64.81	65.81
220	372	8	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	72.04	65.79	64.92	64.34	72.36	62.77	42.66	64.30	65.31	64.94	64.87	63.77	71.87	63.58	65.31	67.41	63.99	73.73	64.56	64.07	65.00	65.57	64.23	65.15	66.15	64.18
221	372	8	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	72.97	64.22	64.38	64.78	73.80	64.26	73.32	65.08	74.60	64.20	73.06	74.36	74.36	63.12	64.27	75.04	64.46	64.13	64.46	63.21	64.44	65.24	64.17	64.47	64.32	64.90
222	372	8	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	72.16	64.36	72.81	64.52	64.46	62.48	82.86	65.02	72.24	73.94	74.38	69.21	74.54	63.39	63.92	73.34	62.85	73.46	74.88	70.50	63.78	65.91	63.25	64.98	64.45	63.84
223	372	8	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	73.41	64.98	64.97	65.93	65.23	62.17	72.78	74.30	65.59	67.73	64.25	63.57	73.68	63.57	65.32	64.31	64.00	66.69	68.72	63.88	64.20	64.37	64.56	64.23	65.68	63.92
240	372	8	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	71.36	66.03	64.25	64.89	63.48	70.57	63.86	63.76	65.30	63.61	61.21	61.87	64.18	63.67	65.20	72.63	63.84	62.43	61.83	63.51	64.89	65.32	66.84	63.73	65.81	64.88
241	372	8	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	73.61	65.19	64.73	64.79	55.50	60.00	70.96	64.61	84.96	65.24	67.06	63.53	64.30	63.58	64.43	63.89	63.56	72.30	72.39	62.13	66.13	64.15	65.39	64.65	64.38	64.36
242	372	8	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	56.67	64.64	62.20	65.20	56.30	65.29	64.52	64.68	72.19	64.86	65.06	64.39	64.15	63.60	64.55	63.20	63.66	64.10	62.70	60.90	64.82	64.36	66.05	64.76	65.31	65.03
243	372	8	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	65.61	64.78	64.93	64.85	72.15	64.92	61.77	64.21	72.60	55.86	73.93	64.07	73.73	63.74	63.33	64.31	55.99	64.52	64.86	63.47	64.84	65.16	65.22	63.96	64.83	64.76
260	372	8	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	56.08	72.86	55.33	66.18	64.65	64.05	71.89	65.08	66.22	65.43	73.58	73.01	73.12	84.43	65.57	72.44	64.99	64.47	56.01	64.03	42.66	66.50	64.65	65.34	64.64	65.36
261	372	8	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	73.26	73.30	65.00	65.68	64.53	64.04	66.28	65.58	72.51	64.60	64.01	65.06	74.76	63.39	65.36	74.11	65.02	75.23	63.09	63.44	65.55	65.04	64.52	65.06	63.87	64.51
262	372	8	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	73.65	65.48	72.02	65.46	63.65	65.12	71.78	65.28	83.88	65.64	64.32	62.46	74.80	64.20	63.73	85.23	63.52	64.82	62.34	62.79	64.31	65.55	65.26	63.57	64.01	66.24
263	372	8	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	68.48	64.63	73.25	64.94	63.47	64.82	86.60	65.28	73.76	63.73	74.89	64.55	66.42	72.39	63.74	73.38	64.55	74.32	74.22	63.80	63.81	65.19	63.16	64.15	64.72	64.08
280	372	8	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	72.16	74.14	73.08	65.77	73.07	71.05	72.49	73.62	63.76	72.62	56.03	61.01	74.86	64.16	64.04	67.23	63.99	65.05	63.15	63.30	64.33	64.19	64.71	65.02	64.06	64.60
281	372	8	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	73.66	66.08	73.17	73.84	66.02	75.67	66.37	64.23	73.11	65.12	63.80	87.04	54.46	66.47	65.39	82.78	63.71	75.02	70.92	74.41	65.06	64.66	64.86	65.93	64.51	64.46
282	372	8	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	72.93	64.35	55.89	73.15	64.62	61.86	72.66	65.08	65.30	73.73	74.11	62.78	74.09	64.05	63.31	63.37	64.87	72.67	75.79	63.91	64.30	65.98	65.25	52.40	64.10	65.31
283	372	8	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	55.54	65.12	65.53	65.09	72.95	63.76	73.41	65.18	66.40	64.54	74.83	64.45	74.08	63.78	64.50	65.31	64.39	63.44	69.77	64.09	64.82	66.06	64.36	63.90	64.28	51.49
300	372	8	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	64.18	65.47	56.10	64.47	63.80	60.70	65.26	65.81	73.00	64.79	61.21	61.11	72.68	64.49	64.14	62.96	63.64	64.62	62.08	63.77	65.23	66.34	65.65	64.38	65.75	63.58
301	372	8	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	64.23	64.76	64.50	66.52	72.30	64.86	77.57	65.76	68.83	64.91	73.25	64.64	72.58	64.81	64.83	72.51	65.09	66.00	71.58	63.69	66.07	65.06	63.70	64.90	64.36	65.80
302	372	8	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	71.42	64.52	72.25	64.49	63.77	74.20	71.82	72.78	64.67	73.03	63.91	63.29	81.15	64.61	64.60	59.45	63.56	66.65	63.81	63.89	65.22	65.95	64.73	64.28	67.25	65.22
303	372	8	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	72.84	63.65	64.03	63.52	59.59	63.03	71.37	63.81	65.89	65.66	64.80	62.66	55.84	63.44	65.25	69.05	63.29	68.81	64.02	64.31	65.91	66.53	82.56	64.70	63.84	64.95
320	372	8	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	72.21	42.66	66.57	64.90	64.76	64.00	42.66	64.87	65.18	72.16	64.59	63.34	70.60	67.24	63.68	64.79	64.56	62.96	62.55	62.71	65.67	65.38	64.26	65.32	65.63	64.62
321	372	8	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	72.11	64.35	64.42	63.57	56.27	71.79	71.65	66.68	65.10	64.88	64.21	63.67	74.13	63.81	73.67	64.46	62.56	72.82	75.11	62.05	65.02	65.60	64.45	66.70	64.59	64.69
322	372	8	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	73.52	66.14	73.06	64.31	64.83	64.62	82.16	65.08	69.61	64.57	62.85	64.34	74.50	63.60	63.27	74.31	52.05	64.54	56.14	64.45	64.12	65.76	64.08	64.33	64.20	64.78
323	372	8	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	65.35	66.09	65.14	64.24	64.37	63.58	73.23	65.17	72.36	72.27	55.79	65.09	73.93	74.34	64.70	73.52	70.05	64.07	64.05	64.59	64.07	65.31	64.37	64.84	63.92	63.69
340	372	8	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	73.30	65.95	72.46	65.03	65.06	63.42	72.16	65.99	65.30	65.33	74.04	63.08	74.03	63.16	63.16	74.20	64.53	74.35	69.67	63.13	52.84	66.46	66.30	65.14	64.23	64.93
341	372	8	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	72.56	65.64	73.29	64.48	72.68	62.09	73.69	65.29	63.44	64.33	62.73	62.85	74.87	74.08	65.50	63.98	63.47	65.02	63.86	63.54	65.08	65.37	63.88	64.82	64.57	65.36
342	372	8	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	72.93	64.45	65.17	64.28	64.33	75.03	72.47	64.47	72.38	69.17	74.80	64.47	74.04	63.81	64.63	64.66	63.89	64.09	64.13	63.17	62.91	64.75	64.91	64.72	64.49	63.59
343	372	8	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	73.29	65.09	55.35	65.79	73.43	63.74	86.06	64.45	63.17	63.52	74.40	73.01	63.28	63.36	65.31	55.53	74.17	65.02	71.54	62.15	64.39	63.83	63.56	64.96	64.47	64.42
360	372	8	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	74.32	65.19	68.16	65.30	65.93	68.32	73.27	64.42	67.23	64.24	64.29	63.38	64.95	50.06	63.99	63.92	67.29	52.13	74.91	64.19	65.15	64.55	74.36	65.39	53.86	64.53
361	372	8	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	72.93	64.86	65.64	69.47	65.16	74.92	73.32	64.09	63.66	64.42	69.05	66.48	73.70	53.54	63.90	73.13	64.90	64.12	64.31	62.89	63.22	54.73	72.66	64.96	64.57	64.04
362	372	8	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	73.87	64.11	64.83	64.10	64.99	74.92	69.57	55.44	72.48	64.58	75.49	63.35	72.94	52.17	62.94	69.16	52.99	73.69	63.14	73.85	67.05	63.99	72.18	63.98	63.43	64.94
363	372	8	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	65.83	66.10	65.77	64.81	65.27	64.69	68.60	65.38	68.74	64.41	74.04	64.31	69.00	73.54	64.25	73.02	63.81	64.61	64.04	63.82	63.06	65.23	66.00	65.93	65.25	65.37
380	372	8	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	72.75	68.76	65.01	65.80	65.71	63.92	68.85	63.83	63.83	70.59	63.54	63.58	73.38	63.56	63.27	69.05	73.26	54.48	74.27	63.21	63.97	65.09	64.51	65.48	72.89	64.82
381	372	8	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	67.84	64.40	63.65	64.70	65.80	74.99	73.85	65.11	63.68	67.91	62.28	62.09	73.60	69.48	63.21	73.94	62.75	74.46	69.05	70.36	54.97	62.64	53.60	64.25	52.06	65.08
382	372	8	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	73.84	65.09	65.03	64.71	64.38	63.97	72.49	63.78	68.62	65.70	62.83	62.98	69.68	62.84	63.92	72.94	58.96	65.55	74.12	74.50	65.16	63.51	63.26	64.48	64.56	63.30
383	372	8	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	64.38	64.31	68.83	64.59	65.21	63.49	67.39	63.76	64.24	63.44	62.95	63.62	72.96	63.36	63.64	68.46	63.20	73.87	75.10	63.04	63.39	65.30	52.16	64.81	65.21	64.50
400	372	8	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	65.77	64.69	65.78	65.13	64.32	61.23	65.75	54.94	69.24	64.18	74.60	68.19	73.55	64.07	63.63	69.58	54.84	70.66	63.57	69.35	63.56	53.79	71.84	63.42	52.63	64.87
401	372	8	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	73.89	65.46	65.21	64.94	65.99	67.65	55.73	64.28	68.27	62.88	75.49	63.46	70.18	64.27	64.27	73.17	63.50	63.76	63.44	63.29	63.77	62.70	53.30	52.96	63.49	63.91
402	372	8	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	73.95	64.54	64.58	64.79	65.31	68.42	64.81	65.17	69.00	69.86	63.23	63.86	74.38	63.85	63.89	73.77	63.25	62.72	63.99	63.35	63.97	63.41	63.69	65.58	64.49	65.19
403	372	8	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	71.58	64.70	65.34	64.80	68.08	63.97	73.92	63.29	62.95	69.61	62.89	62.21	72.74	62.78	63.30	65.37	62.68	63.46	62.71	64.10	64.18	63.07	51.73	64.06	64.80	63.91
420	372	8	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	65.86	65.04	66.11	64.81	65.00	67.09	70.96	63.57	74.11	64.42	75.12	63.52	73.18	63.56	63.80	72.83	64.06	73.64	68.47	62.95	62.68	63.31	64.35	63.51	64.04	64.65
421	372	8	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	65.29	64.24	65.36	65.22	64.82	69.36	68.04	64.44	68.73	65.08	69.33	63.55	65.82	63.56	64.45	74.17	73.82	74.01	74.24	68.08	66.52	63.96	71.89	65.35	64.91	53.18
422	372	8	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	73.64	64.70	65.68	64.36	65.36	74.82	69.37	63.58	73.76	64.13	61.26	69.14	73.44	73.44	64.60	71.00	63.34	63.62	63.06	63.15	63.92	65.08	64.33	63.36	64.15	63.79
423	372	8	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	74.02	65.70	68.17	65.58	64.89	64.65	72.34	63.97	67.28	65.76	65.03	75.12	72.69	64.22	64.06	65.10	64.17	68.41	63.50	69.39	65.28	64.11	53.74	64.26	64.65	65.03
440	372	8	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	73.42	67.51	68.58	68.66	65.19	67.74	68.73	64.54	65.13	64.23	62.96	68.15	69.59	53.73	63.52	74.15	68.19	63.54	65.13	62.74	86.39	63.86	63.43	63.39	64.96	73.58
441	372	8	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	65.99	64.51	68.31	69.39	66.07	64.36	64.93	64.75	64.72	69.19	63.97	64.32	72.34	69.08	63.34	68.04	85.95	69.52	63.69	74.61	64.41	63.41	71.91	64.75	65.24	64.60
442	372	8	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	72.90	65.04	65.14	65.09	66.44	63.35	67.43	64.93	65.61	68.95	67.05	70.21	70.06	73.04	64.02	73.51	63.97	73.08	63.70	75.15	64.68	63.31	69.36	52.59	64.35	64.54
443	372	8	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	66.43	65.89	64.84	64.59	64.81	67.92	69.85	64.45	64.03	64.58	73.92	65.28	55.31	63.86	63.96	69.69	63.79	73.42	63.99	63.70	64.22	65.83	53.43	64.01	52.94	65.12
460	372	8	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	73.73	64.43	67.68	64.38	64.95	68.22	72.89	69.99	74.33	64.26	74.91	67.84	68.20	63.43	64.35	73.03	69.73	69.07	69.58	62.46	63.01	63.59	64.84	64.07	65.28	52.41
461	372	8	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	66.14	64.44	65.38	64.95	64.70	75.13	73.68	63.02	63.79	69.47	63.79	62.95	65.13	63.25	62.06	68.15	63.20	69.08	64.50	62.94	51.91	52.35	52.45	64.54	64.27	64.40
462	372	8	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	73.57	64.24	65.44	65.86	64.28	64.32	68.83	64.00	65.13	70.25	63.26	63.15	70.55	68.92	63.16	66.19	69.86	66.23	63.09	64.05	63.80	64.57	72.38	64.65	65.47	56.60
463	372	8	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	65.94	63.85	65.46	64.52	64.59	74.69	69.79	63.81	63.28	63.96	63.29	63.63	69.64	51.33	63.73	72.05	53.13	64.17	63.94	63.40	63.77	52.82	64.55	64.21	64.87	64.90
480	372	8	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	64.98	63.97	63.46	64.37	65.08	63.81	72.22	59.25	69.21	64.93	75.40	63.85	72.70	63.81	62.87	71.62	73.48	74.17	68.33	63.32	64.41	63.44	64.36	64.35	64.78	64.64
481	372	8	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	66.75	65.10	65.58	67.44	64.27	64.04	71.36	55.44	63.99	63.35	73.76	74.61	68.07	54.42	63.20	72.86	63.15	59.49	75.08	74.51	62.98	63.06	63.77	63.82	63.99	64.44
482	372	8	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	73.77	64.70	67.94	64.44	64.94	63.54	74.27	68.78	54.85	61.88	75.63	75.39	70.34	63.38	63.95	60.21	63.46	63.22	74.12	69.78	53.42	62.49	72.36	63.24	64.45	63.46
483	372	8	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	67.32	66.94	64.90	65.22	65.70	64.29	73.31	57.24	68.54	73.32	66.99	64.07	68.34	63.24	64.07	63.76	64.01	64.90	64.24	63.63	64.45	53.90	72.61	65.20	64.26	65.20
500	372	8	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	66.87	66.23	65.77	64.37	65.18	65.12	68.68	65.28	69.40	64.15	68.32	67.12	72.87	68.63	64.95	70.46	64.07	63.88	64.30	63.59	63.87	53.80	74.90	65.85	64.53	64.92
501	372	8	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	73.34	69.09	65.03	65.37	64.27	67.50	64.73	64.13	70.38	64.50	63.22	74.74	69.20	53.68	64.84	72.93	68.97	72.88	74.90	63.45	54.24	64.83	74.15	65.24	64.13	65.16
502	372	8	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	72.74	65.20	67.76	65.63	65.69	61.71	73.72	63.98	65.89	65.80	64.95	63.84	68.20	64.02	63.52	73.82	63.29	73.30	69.26	68.02	64.08	64.28	73.29	64.26	64.74	62.27
503	372	8	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	67.20	64.07	65.22	65.06	64.55	74.75	68.86	63.71	64.69	69.29	68.15	68.79	85.84	69.95	54.39	71.19	66.52	68.79	63.27	75.11	63.64	65.18	73.40	69.85	64.97	63.89
520	372	8	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	73.90	65.07	65.25	65.53	64.75	63.42	72.64	62.61	63.40	64.76	75.48	63.60	72.05	64.38	63.81	73.58	57.09	68.28	68.63	63.52	63.71	64.20	64.92	64.13	65.46	64.54
521	372	8	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	69.07	65.46	64.69	64.74	65.94	64.05	68.71	64.21	64.22	63.40	64.54	63.72	72.86	64.00	63.24	73.43	63.18	70.14	62.70	68.85	64.41	64.65	73.67	64.76	55.15	53.20
522	372	8	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	68.57	65.55	65.15	65.40	64.93	63.82	73.10	63.09	54.90	64.04	64.91	63.37	69.41	64.84	62.80	72.72	64.32	63.67	63.46	75.08	64.26	66.09	63.19	64.45	65.00	64.32
523	372	8	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	65.54	64.40	65.55	65.29	64.94	75.17	73.30	70.17	63.93	69.67	63.32	63.69	72.90	63.85	63.62	69.24	63.15	64.58	69.22	70.51	64.67	63.20	65.55	64.41	64.24	64.54
540	372	8	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	65.94	74.85	64.46	63.96	67.83	63.70	74.51	64.49	69.45	69.52	64.27	60.23	67.71	63.22	63.94	72.75	73.86	54.26	74.96	73.76	63.71	63.77	53.88	64.53	65.90	64.81
541	372	8	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	65.33	65.50	65.60	64.54	67.56	68.66	67.59	55.06	69.41	64.30	63.87	64.09	50.08	63.73	63.33	63.74	73.73	63.29	64.50	75.56	63.49	65.39	54.15	64.78	53.17	65.39
542	372	8	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	73.56	65.06	64.64	65.58	65.54	69.61	73.45	64.69	64.35	65.35	64.05	64.32	73.10	53.44	64.07	73.10	64.56	63.89	64.90	64.66	64.73	63.64	72.36	65.04	65.28	65.01
543	372	8	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	72.32	65.55	63.58	65.31	66.62	64.38	65.37	55.58	65.16	70.70	64.50	74.93	72.63	63.81	63.88	65.51	51.75	64.74	69.68	68.33	55.99	63.03	53.79	65.55	68.61	65.07
560	372	8	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	68.16	65.15	64.90	68.85	66.66	75.57	73.25	64.57	64.90	63.68	74.72	68.28	73.75	63.53	63.36	63.81	62.72	73.42	87.59	62.61	63.34	52.73	72.91	63.36	63.43	64.34
561	372	8	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	73.73	69.20	68.69	65.42	64.71	68.80	73.24	64.25	64.31	63.58	67.67	63.21	72.87	69.04	64.18	73.11	54.76	73.83	74.72	69.97	57.29	64.31	73.89	52.88	53.19	64.50
562	372	8	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	65.56	65.83	65.71	66.07	64.76	74.51	68.92	64.06	69.18	64.49	74.98	63.66	69.15	73.06	63.39	64.67	63.58	73.33	74.35	63.67	64.01	55.27	73.39	64.49	64.06	64.42
563	372	8	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	65.18	69.43	63.97	64.95	51.92	64.05	69.00	63.96	64.34	65.59	74.62	62.51	69.06	74.13	64.20	71.03	65.19	68.07	62.52	63.63	64.82	62.89	72.63	64.47	64.20	64.38
580	372	8	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	73.59	65.19	64.24	64.81	64.86	74.61	65.81	63.74	71.21	67.09	60.87	69.15	73.10	64.15	63.33	72.90	63.02	64.24	68.33	63.27	64.56	63.54	52.94	64.53	64.58	63.77
581	372	8	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	67.55	65.23	64.87	66.47	64.54	62.29	70.37	64.93	63.72	63.98	74.35	75.36	72.84	55.44	63.36	72.11	70.21	70.07	63.61	74.84	64.25	63.75	71.89	64.49	64.21	53.53
582	372	8	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	66.16	69.51	68.73	64.36	65.10	69.48	69.07	63.68	55.03	63.54	62.89	63.33	72.74	69.01	63.70	65.52	63.73	73.49	63.38	69.12	54.32	64.97	62.89	64.78	64.53	64.47
583	372	8	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	65.98	66.38	64.80	65.58	65.21	68.25	65.18	64.50	64.92	69.04	64.01	62.28	72.11	62.83	63.56	70.66	64.59	63.44	75.06	63.27	64.27	64.08	53.66	63.85	56.48	65.46
600	372	8	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	73.20	65.03	68.73	64.91	64.66	64.65	68.39	55.94	64.45	69.78	75.33	74.78	72.58	54.52	64.80	73.06	64.86	64.28	74.88	64.31	55.42	65.56	64.07	65.09	64.68	54.57
601	372	8	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	72.50	67.69	65.44	52.75	65.98	67.66	73.28	55.02	64.74	65.27	74.62	69.27	73.35	56.35	63.53	72.88	68.54	69.44	63.80	64.10	54.12	64.94	72.86	64.95	63.63	64.21
602	372	8	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	74.37	66.32	65.51	65.35	65.56	64.79	73.12	65.75	68.82	66.32	70.23	69.28	72.35	64.04	64.01	73.63	64.80	64.43	64.52	64.05	65.11	63.24	66.61	65.01	65.15	66.12
603	372	8	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	72.68	68.33	67.78	64.27	66.77	66.48	72.29	56.34	64.94	68.07	75.28	59.84	71.82	73.61	64.15	64.25	63.46	55.92	68.88	64.25	67.35	53.23	55.04	64.63	65.46	64.60
620	372	8	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	66.03	65.73	69.95	65.55	64.81	64.43	69.07	65.06	63.96	73.97	68.86	63.15	68.61	70.37	64.11	57.70	64.30	73.35	75.53	74.86	63.65	63.62	52.67	64.59	69.79	64.24
621	372	8	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	73.57	65.78	67.33	65.01	64.33	67.99	73.80	64.79	59.47	64.00	63.92	62.33	73.15	54.14	63.20	72.79	62.91	73.22	74.51	64.05	63.41	64.11	53.15	63.07	64.53	65.50
622	372	8	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	67.88	65.29	64.34	74.15	65.85	64.70	72.86	63.83	63.88	64.96	75.23	63.15	72.64	69.92	63.42	69.78	64.07	72.89	63.82	62.72	64.10	63.94	58.34	56.42	64.29	65.43
623	372	8	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	73.04	69.66	68.17	63.95	65.48	65.55	73.60	63.78	63.64	64.52	63.97	63.96	73.69	65.12	63.60	73.73	85.70	70.32	63.07	75.31	53.88	64.74	73.33	64.40	72.85	57.06
640	372	8	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	66.77	65.78	69.39	64.75	65.58	66.63	71.96	70.24	65.25	64.69	69.56	64.05	64.21	68.29	64.67	70.90	63.66	64.27	63.88	75.36	64.74	63.09	73.00	64.22	65.33	65.26
641	372	8	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	65.23	65.31	65.37	65.47	65.08	75.64	66.69	63.70	69.70	64.18	67.33	64.03	69.52	71.19	63.15	63.67	62.87	73.07	74.35	70.54	63.29	53.75	73.14	64.97	65.16	64.59
642	372	8	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	65.70	65.27	64.31	64.65	64.16	64.05	69.03	70.79	69.63	64.60	74.90	62.83	72.74	68.36	53.86	64.96	63.95	60.56	69.46	63.80	64.21	64.15	51.89	64.38	64.35	70.19
643	372	8	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	66.31	64.81	69.50	65.56	67.29	62.38	72.40	64.09	64.81	64.17	63.57	67.06	71.98	63.24	64.25	68.94	52.94	70.05	69.06	63.88	64.62	52.26	64.79	64.88	64.01	64.32
660	372	8	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	68.05	65.28	65.65	69.42	64.88	61.68	73.56	55.26	69.48	62.98	63.86	61.25	64.41	62.57	64.34	73.32	64.30	73.48	63.49	69.55	64.37	63.97	56.32	63.48	52.28	64.54
661	372	8	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	67.09	65.58	69.21	64.82	74.37	74.20	73.72	64.78	73.07	55.81	64.29	68.21	69.72	63.93	63.44	67.78	63.78	68.13	68.32	63.28	64.88	64.94	71.84	65.49	64.67	64.95
662	372	8	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	73.41	65.73	65.72	68.58	65.10	64.30	73.42	64.12	69.27	54.18	64.65	63.98	72.61	68.33	62.73	74.22	63.07	63.71	68.80	64.32	63.82	63.54	72.49	63.49	62.81	64.94
663	372	8	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	66.49	67.79	68.85	65.43	64.98	74.05	65.56	64.05	68.36	65.86	73.90	75.35	72.74	73.84	63.48	69.73	63.83	64.11	63.32	74.07	63.45	64.62	52.07	65.35	65.64	65.05
680	372	8	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	71.65	64.24	65.43	68.08	66.05	65.98	74.35	64.31	64.12	70.30	63.01	62.82	74.30	63.96	63.05	70.73	63.62	74.17	64.53	63.63	62.89	53.62	65.44	64.34	63.70	64.27
681	372	8	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	72.06	65.71	68.28	64.57	55.00	74.31	72.35	68.73	73.28	63.50	63.82	66.52	72.78	63.83	63.55	58.29	63.57	73.83	70.09	64.78	64.06	63.63	68.92	52.63	53.40	72.89
682	372	8	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	69.05	64.93	68.83	64.18	67.81	67.08	68.47	64.18	68.98	86.99	74.37	62.61	69.49	63.71	62.96	72.73	67.78	53.71	63.82	74.66	63.86	64.26	72.44	65.13	64.32	64.85
683	372	8	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	65.31	65.09	65.94	68.53	65.09	63.48	74.44	64.25	63.82	64.40	75.49	63.95	70.64	63.00	64.31	65.34	63.68	70.07	75.23	63.33	63.46	65.66	54.35	64.51	64.99	64.05
700	372	8	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	65.44	65.04	65.29	65.08	64.78	67.55	70.40	64.40	69.70	66.63	64.25	62.63	71.18	62.56	62.12	52.73	52.88	63.83	75.14	67.88	64.71	64.56	73.03	64.32	63.81	65.03
701	372	8	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	73.50	65.12	64.81	65.54	64.83	63.06	68.66	69.64	74.07	63.63	69.31	63.74	72.80	73.62	64.35	73.57	62.63	73.25	74.33	69.72	63.99	63.87	65.73	64.31	64.84	64.89
702	372	8	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	68.03	63.77	64.94	64.12	64.92	69.46	68.36	68.06	64.58	68.97	75.38	63.44	72.37	63.13	64.22	74.86	62.91	69.69	75.12	63.47	64.19	64.22	52.88	64.56	63.72	63.79
703	372	8	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	68.59	64.69	65.13	65.36	66.85	64.69	69.58	68.74	71.19	68.75	63.14	75.09	73.12	63.09	63.90	73.27	65.58	73.12	75.01	63.03	64.54	63.91	53.50	64.97	54.49	53.90

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
0	372	8	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	58.76	73.21	59.30	74.80	58.47	50.46	58.50	58.22	58.34	74.18	74.49	49.17	75.13	56.86	74.89	57.78	58.51	57.65	76.61	56.56	58.22	59.83	59.46	57.81	57.63	58.80
1	372	8	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	71.17	58.57	57.40	58.43	73.15	55.92	59.02	58.20	58.31	58.13	76.07	56.38	75.86	57.29	57.55	56.78	57.57	56.31	55.04	56.60	75.13	57.75	56.47	56.41	57.71	57.22
2	372	8	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	58.52	59.25	60.19	59.04	59.11	68.95	55.37	58.48	57.77	57.40	50.25	56.92	59.06	57.37	58.19	75.32	58.02	74.88	55.01	56.06	57.22	56.74	57.50	57.25	58.65	57.57
3	372	8	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	58.63	58.82	58.32	58.59	58.48	76.01	50.52	57.29	73.64	50.03	56.50	57.36	75.90	56.80	56.80	57.32	57.54	68.12	56.47	57.01	58.51	57.51	57.17	57.52	57.11	57.16
20	372	8	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	73.75	59.64	72.15	56.97	74.37	55.86	75.28	57.50	76.23	57.89	76.52	68.89	88.68	75.48	57.75	56.91	56.03	75.59	49.98	55.62	57.71	56.32	57.36	57.14	57.30	56.86
21	372	8	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	58.19	58.43	49.95	57.86	59.10	56.81	74.45	57.54	75.15	58.25	75.74	57.44	75.51	56.30	57.41	76.20	56.66	57.90	70.18	70.80	56.63	57.41	57.17	57.79	57.32	58.27
22	372	8	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	74.82	57.06	58.94	58.84	74.49	56.63	75.01	57.90	49.17	57.96	56.50	57.54	75.75	57.73	57.77	76.74	57.09	75.28	56.61	57.03	58.32	58.54	57.60	57.37	56.97	56.91
23	372	8	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	59.53	58.98	74.66	58.62	58.50	75.95	74.59	57.43	75.40	57.36	76.24	57.59	75.61	56.43	57.27	76.12	57.11	56.13	56.81	69.22	57.05	58.13	57.35	57.05	56.11	56.96
40	372	8	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	75.31	57.67	74.79	58.56	74.77	76.10	75.30	57.21	76.05	57.62	75.85	57.43	76.63	56.57	57.29	74.91	56.34	57.93	57.27	53.54	57.85	57.53	57.00	58.15	56.41	57.62
41	372	8	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	74.65	74.42	58.94	49.17	74.31	57.94	74.65	57.69	74.56	74.92	69.03	55.64	75.77	57.21	58.08	83.64	57.51	57.49	76.45	56.79	57.03	57.30	57.78	56.72	56.95	57.24
42	372	8	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	72.83	74.92	59.47	59.59	67.13	57.50	73.73	57.39	75.82	58.49	76.41	57.35	75.32	89.37	57.93	58.48	57.83	57.11	57.04	57.46	45.06	44.17	76.39	56.51	57.38	56.76
43	372	8	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	73.78	58.17	72.82	59.41	74.25	75.60	49.50	57.14	58.54	75.14	57.62	57.12	75.31	57.52	58.40	56.59	57.21	75.83	76.22	57.03	57.49	57.93	58.18	58.27	58.18	57.39
60	372	8	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	57.92	58.30	60.36	60.18	58.64	57.50	59.59	58.34	58.38	59.74	50.15	57.38	51.24	58.80	57.49	74.26	57.74	58.87	57.62	56.43	59.42	58.64	57.87	58.88	58.47	58.77
61	372	8	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	72.33	58.48	57.88	59.72	59.01	57.69	73.64	58.06	57.02	59.58	76.50	56.81	75.58	56.77	57.34	56.91	57.41	56.78	55.35	56.20	58.36	57.74	56.90	56.94	57.26	57.82
62	372	8	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	50.10	58.39	57.56	59.41	57.70	69.07	57.67	57.83	57.92	50.80	50.40	55.48	57.23	56.81	58.79	57.66	56.85	74.60	69.15	57.91	59.15	59.08	57.51	56.79	57.22	56.38
63	372	8	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	58.63	57.57	59.22	58.30	72.30	54.45	74.54	57.54	57.82	57.95	50.00	57.76	57.22	57.45	57.01	56.69	57.25	58.88	57.29	57.01	58.00	57.52	57.33	58.71	56.93	58.55
80	372	8	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	74.03	59.84	58.98	57.06	73.66	56.61	74.22	56.82	49.17	57.42	87.36	56.82	74.84	56.39	49.17	71.23	58.73	56.33	54.99	56.36	57.64	59.00	56.73	57.58	56.90	56.17
81	372	8	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	59.14	58.65	74.48	58.62	59.02	56.38	75.40	56.81	57.65	75.18	76.97	56.64	89.00	56.17	55.85	76.10	55.99	76.08	57.33	77.45	57.51	45.60	56.76	57.19	56.26	55.78
82	372	8	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	58.24	58.20	58.39	58.26	57.03	76.94	74.11	57.02	75.70	57.72	76.16	56.72	75.24	56.02	56.68	56.70	57.17	49.29	56.85	56.84	57.64	57.64	57.23	57.09	57.09	56.49
83	372	8	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	75.05	59.44	75.26	57.09	59.03	76.22	58.75	58.03	56.92	56.56	69.46	56.08	49.17	57.52	58.35	50.62	49.17	57.49	56.31	56.60	57.62	57.36	57.66	57.26	57.52	55.60
100	372	8	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	74.11	58.63	58.79	57.71	56.84	69.63	75.19	75.91	56.80	57.71	56.15	54.14	49.79	56.68	56.98	68.31	56.73	88.14	77.23	56.41	55.94	55.99	56.96	56.73	57.25	57.09
101	372	8	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	59.25	59.01	59.03	58.76	58.54	57.23	74.89	57.01	58.05	88.04	57.60	56.56	76.16	57.75	57.93	58.73	58.31	58.34	57.39	76.53	58.23	57.22	56.98	56.60	58.19	56.56
102	372	8	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	73.49	58.25	59.38	59.09	60.00	57.29	59.24	59.22	57.08	75.15	57.32	57.62	74.82	68.09	56.97	57.97	57.87	58.68	56.60	57.76	69.81	58.31	57.27	56.72	57.26	57.01
103	372	8	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	72.00	60.20	57.07	49.17	58.80	57.59	74.36	57.31	75.46	58.11	56.96	57.13	89.81	57.28	57.40	75.34	57.94	76.16	56.55	57.05	56.53	58.06	56.90	56.97	56.07	56.36
120	372	8	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	50.23	57.96	58.01	58.82	74.80	49.17	58.57	56.15	80.27	58.03	76.98	53.24	75.03	55.90	57.47	75.86	56.22	56.04	74.83	54.08	59.36	59.23	57.56	56.90	57.99	57.46
121	372	8	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	72.76	57.97	58.96	59.30	49.17	75.51	73.85	56.85	56.08	74.33	57.59	56.81	75.78	57.24	57.42	56.48	55.66	57.83	75.62	54.25	56.93	57.30	59.26	57.17	58.44	57.67
122	372	8	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	58.38	56.39	57.27	58.60	59.09	56.59	74.84	56.52	56.84	57.49	56.14	57.04	76.11	49.75	56.95	55.59	55.69	74.69	55.33	55.10	58.22	58.79	57.18	56.22	56.61	57.81
123	372	8	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	60.63	57.90	57.66	59.26	58.63	50.01	58.78	58.26	75.45	57.33	57.50	56.83	50.82	57.09	57.39	79.13	57.85	76.28	57.78	57.51	59.10	58.85	57.73	56.77	57.99	57.49
140	372	8	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	59.75	58.41	73.90	58.90	58.51	55.93	75.29	56.43	55.96	57.28	57.40	57.10	50.28	56.38	57.00	50.34	56.63	56.21	55.65	56.36	57.94	49.17	56.39	57.08	57.79	57.49
141	372	8	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	49.17	88.31	58.14	57.95	58.30	75.41	74.59	57.40	56.89	74.81	76.60	57.85	76.04	56.65	49.17	87.49	49.17	87.33	56.23	55.64	56.36	57.24	56.60	57.61	57.58	57.28
142	372	8	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	73.86	57.81	74.82	58.64	58.35	55.70	74.34	58.17	56.95	57.10	76.01	70.03	76.14	74.98	57.62	76.75	56.70	56.19	76.76	56.17	56.72	56.67	56.67	57.26	57.46	57.06
143	372	8	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	72.96	58.06	58.45	58.49	59.19	90.39	58.17	58.01	58.98	57.90	75.28	57.37	57.98	57.52	58.36	57.39	57.94	76.43	77.71	56.41	58.30	57.07	57.25	57.15	57.72	57.05
160	372	8	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	74.35	58.77	57.58	60.28	58.97	56.64	75.16	57.55	68.86	89.16	76.47	57.54	87.25	75.88	58.02	76.86	56.19	74.02	69.65	76.49	58.16	59.31	57.32	55.77	57.84	57.33
161	372	8	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	74.27	58.33	59.40	58.39	58.71	57.59	75.88	58.40	74.79	59.12	58.08	76.88	75.66	56.65	58.85	76.56	57.43	76.11	56.90	56.85	57.45	57.57	57.19	56.68	56.13	57.59
162	372	8	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	74.80	49.17	58.25	58.65	58.09	74.97	75.26	57.71	74.81	57.65	75.79	55.86	75.79	49.17	57.00	76.56	49.17	57.17	55.87	56.82	56.31	57.03	57.37	56.54	56.75	56.56
163	372	8	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	73.81	59.70	58.02	59.01	75.03	56.45	73.20	58.69	50.80	75.79	57.54	57.01	75.69	56.44	58.32	56.70	56.88	57.91	57.78	56.27	56.35	56.46	56.49	57.15	56.84	56.90
180	372	8	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	73.93	58.61	58.01	75.27	58.08	74.90	73.23	56.68	58.09	75.03	73.79	56.80	74.43	55.28	56.71	56.03	76.41	81.54	55.20	54.52	56.99	55.99	56.75	56.83	56.74	55.50
181	372	8	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	74.12	73.09	59.16	59.59	59.19	56.21	59.50	59.86	57.72	59.90	54.58	57.26	56.79	57.02	58.62	75.71	57.69	58.19	56.57	55.74	58.24	56.28	58.34	57.57	57.69	57.50
182	372	8	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	58.95	58.49	58.43	57.29	62.94	56.31	74.61	57.13	57.65	58.02	57.11	56.87	75.83	56.94	57.89	56.90	57.39	49.37	56.95	54.55	56.63	58.83	56.65	57.86	57.07	56.43
183	372	8	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	73.82	59.65	74.20	58.13	58.85	55.84	72.81	58.03	57.55	74.90	74.84	75.56	74.39	56.37	58.31	75.55	56.94	75.17	56.80	57.92	59.31	60.22	58.36	56.88	58.19	58.22
200	372	8	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	72.94	72.70	57.75	59.26	58.88	54.48	58.32	56.79	58.84	57.53	56.92	57.30	68.40	57.21	57.07	76.15	56.76	57.59	56.08	56.61	58.18	57.80	56.99	56.86	57.16	56.39
201	372	8	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	74.10	59.78	58.83	58.71	59.51	57.47	73.67	76.09	58.51	57.80	76.24	58.18	69.50	57.20	58.55	75.18	55.86	57.23	57.10	55.04	57.14	58.72	56.33	57.56	57.09	56.10
202	372	8	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	75.05	75.39	74.42	58.94	58.19	76.16	75.65	57.77	73.79	58.11	69.89	56.67	75.92	57.66	58.33	75.18	56.84	58.44	76.47	54.09	57.25	57.88	76.51	56.92	57.96	57.42
203	372	8	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	73.50	59.49	59.06	58.17	58.98	70.42	73.58	58.27	59.78	58.87	58.09	76.29	75.48	58.00	59.12	57.61	58.00	75.53	57.64	57.32	58.90	57.33	57.32	57.46	57.84	56.92
220	372	8	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	74.15	59.19	58.38	57.52	73.14	56.64	49.17	57.68	58.35	57.52	57.91	57.16	75.11	57.40	59.21	66.70	56.78	75.71	57.26	57.26	57.70	58.07	57.49	57.56	56.90	56.92
221	372	8	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	74.90	59.22	57.98	58.88	74.00	56.79	73.88	57.71	75.54	56.96	75.09	77.37	76.11	57.77	58.74	76.70	56.90	57.00	57.26	56.02	56.98	57.73	57.74	56.45	57.30	56.95
222	372	8	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	74.93	57.87	75.47	58.96	57.75	55.73	89.82	57.32	75.46	74.54	76.19	69.57	75.60	56.88	58.34	76.34	56.81	76.39	76.71	70.59	58.03	57.99	56.60	56.71	57.30	55.77
223	372	8	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	75.10	58.90	58.77	59.21	59.25	56.32	74.97	76.42	58.63	67.01	56.40	58.00	75.57	57.02	58.01	58.00	57.53	67.30	69.62	56.23	56.82	57.84	57.71	56.93	56.45	56.87
240	372	8	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	72.85	59.49	58.33	58.94	58.60	73.26	57.37	56.70	59.38	55.75	54.74	55.69	57.49	56.19	57.25	75.29	56.42	55.37	55.21	55.87	56.92	57.87	57.51	56.18	57.35	57.21
241	372	8	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	75.09	58.30	58.32	58.64	49.97	53.49	72.59	56.73	88.85	58.72	70.34	55.60	56.49	56.24	56.40	56.55	56.72	74.76	74.89	55.22	57.89	56.10	57.55	56.99	56.63	55.48
242	372	8	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	50.99	56.88	56.02	58.51	50.54	57.53	58.68	58.01	75.64	56.88	57.50	56.67	57.29	56.23	58.38	56.56	55.96	57.25	55.56	55.47	57.58	56.09	57.54	57.31	57.12	57.01
243	372	8	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	59.15	59.03	59.30	59.71	74.22	57.91	63.85	57.92	75.28	50.37	76.46	57.29	75.83	57.63	57.86	57.57	50.03	56.94	57.74	56.27	58.48	57.89	57.73	56.20	57.43	58.03
260	372	8	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	50.58	73.28	49.84	59.14	57.86	56.70	73.87	58.74	58.95	58.55	74.97	70.04	74.34	87.89	57.98	74.91	57.83	57.61	50.00	56.70	49.17	57.36	57.03	56.38	57.78	57.32
261	372	8	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	73.81	74.97	58.52	59.29	58.28	57.81	59.56	58.45	75.11	58.39	57.01	57.75	75.94	57.12	56.69	75.49	57.95	75.63	55.34	57.24	58.89	58.47	58.19	57.36	55.95	56.65
262	372	8	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	74.54	58.39	73.74	58.46	57.49	57.26	74.19	57.60	89.19	59.10	57.50	55.68	75.56	57.86	57.87	90.60	57.11	57.32	55.77	56.04	56.81	58.81	57.77	56.51	57.19	57.04
263	372	8	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	71.29	58.29	74.00	58.37	57.90	57.20	90.75	57.64	74.53	57.47	76.56	57.44	67.44	76.18	58.19	75.48	56.65	75.73	76.36	57.15	56.69	57.82	56.73	56.57	56.83	58.17
280	372	8	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	74.13	74.08	74.13	58.54	73.58	74.17	74.74	75.67	56.63	76.73	49.88	55.55	75.28	57.27	56.60	67.51	57.05	57.46	56.55	56.91	56.96	55.97	57.27	57.16	56.52	56.26
281	372	8	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	75.17	58.99	74.62	75.76	58.51	76.71	59.35	57.69	74.46	58.58	57.81	89.19	46.80	58.95	58.16	87.01	56.70	75.57	73.76	76.71	58.24	58.11	57.20	57.33	57.86	57.10
282	372	8	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	73.97	59.25	49.95	75.50	58.40	55.23	74.91	58.10	58.96	75.98	77.08	56.09	75.82	56.91	56.93	57.99	58.35	75.55	77.01	56.42	57.00	57.99	56.91	46.38	57.25	57.17
283	372	8	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	50.55	59.61	59.09	58.51	75.09	57.43	74.52	57.86	59.09	59.24	75.98	57.21	75.36	57.53	57.13	57.71	57.80	57.56	70.92	56.97	57.43	57.99	56.36	56.94	58.07	42.64
300	372	8	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	58.46	59.63	50.13	58.38	57.26	54.34	58.10	58.25	76.14	56.57	53.30	54.04	75.40	57.31	58.22	54.71	56.98	58.09	53.99	55.40	56.66	58.08	58.25	56.75	57.08	55.77
301	372	8	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	58.08	58.04	58.54	58.49	72.96	57.10	79.23	56.89	72.14	57.45	74.77	57.50	75.68	57.22	57.57	74.68	56.81	58.11	75.25	56.90	59.15	57.23	56.62	56.59	55.95	57.68
302	372	8	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	73.50	56.89	74.51	57.67	57.82	76.25	74.03	75.48	57.05	75.89	55.88	56.81	84.14	57.49	57.36	59.81	56.66	58.89	55.51	54.90	57.70	57.23	57.33	56.64	57.88	56.51
303	372	8	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	73.79	57.31	58.19	57.66	60.56	57.04	74.02	57.30	57.91	58.71	57.48	55.69	49.89	56.45	58.67	68.49	57.09	68.07	55.88	56.80	57.64	58.35	88.47	57.12	55.27	58.57
320	372	8	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	73.27	49.17	59.47	58.68	57.38	57.01	49.17	57.62	58.24	74.23	57.63	55.78	74.04	68.54	57.47	57.73	56.77	57.62	55.83	55.34	58.00	57.11	57.76	58.05	57.56	56.55
321	372	8	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	73.96	57.69	57.91	57.78	49.88	73.56	74.52	58.27	58.40	58.42	57.75	56.63	75.62	57.53	75.03	57.46	56.83	74.41	76.83	55.05	57.28	57.20	56.67	57.56	56.51	57.18
322	372	8	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	74.41	59.01	73.73	58.61	58.74	57.33	85.14	57.78	70.45	58.48	55.38	56.59	76.07	56.33	57.69	77.26	45.65	56.97	50.93	57.09	56.59	56.57	57.63	57.32	57.18	57.35
323	372	8	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	59.34	58.35	57.96	58.42	58.44	56.16	74.76	57.65	73.82	74.91	50.00	58.38	75.70	76.53	57.70	75.27	68.82	57.77	56.76	56.30	56.84	56.97	57.35	56.25	57.57	56.49
340	372	8	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	74.35	59.25	73.44	58.33	59.47	58.34	73.86	58.67	57.26	58.04	76.72	56.76	75.48	57.07	57.09	75.57	57.72	75.56	70.04	56.74	46.13	58.42	58.07	56.87	57.66	57.56
341	372	8	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	74.05	59.40	74.03	59.17	73.92	55.87	74.74	59.19	56.89	58.08	56.80	56.14	75.83	75.82	58.61	57.68	57.61	57.96	57.04	56.76	57.99	57.37	56.65	57.05	56.51	57.02
342	372	8	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	73.42	58.17	59.30	58.93	59.48	76.16	74.03	57.76	75.17	68.72	76.21	57.78	76.52	57.16	57.20	57.49	57.15	57.60	57.26	56.60	56.15	57.22	57.13	57.51	56.76	56.55
343	372	8	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	75.23	57.59	50.00	57.91	74.69	57.70	89.04	57.69	56.72	56.24	76.66	76.06	57.08	56.90	57.52	49.76	76.54	56.78	70.96	55.76	57.29	56.57	56.74	56.95	56.08	55.69
360	372	8	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	74.59	57.82	69.36	58.90	58.16	68.82	74.19	57.17	67.89	57.48	57.26	57.26	57.69	43.19	58.57	57.70	67.94	46.47	75.46	56.93	56.82	56.99	75.90	57.64	46.91	57.44
361	372	8	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	74.48	57.98	59.10	68.37	58.12	75.85	74.69	57.03	57.17	57.91	69.71	68.69	75.86	46.64	58.53	74.79	59.43	57.36	57.50	56.30	55.63	45.87	75.32	57.06	56.18	57.29
362	372	8	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	74.81	58.01	57.44	58.05	57.57	75.60	68.99	48.42	75.15	57.47	76.45	57.03	76.27	45.36	57.46	68.64	46.27	74.91	57.04	75.79	58.03	56.90	76.06	56.62	56.64	56.26
363	372	8	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	58.68	59.53	59.44	58.42	58.40	58.18	67.55	58.42	69.09	57.20	75.80	57.35	68.69	75.02	58.44	75.18	58.01	58.95	57.97	57.04	57.17	58.37	57.75	58.67	57.81	57.00
380	372	8	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	73.59	70.66	57.72	59.12	59.88	58.34	67.67	57.85	58.60	69.25	58.16	58.18	75.34	58.04	59.51	67.70	74.64	47.12	76.05	56.17	57.08	57.61	57.39	58.10	75.81	57.82
381	372	8	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	68.92	58.15	57.91	58.68	58.09	75.23	75.46	57.21	56.86	68.13	57.26	55.58	75.02	68.54	56.35	75.09	56.91	75.57	69.71	71.24	46.46	55.62	46.71	57.32	44.58	55.94
382	372	8	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	74.84	58.92	57.24	58.35	58.20	57.62	74.64	57.46	68.06	58.09	56.75	56.98	68.38	57.09	58.37	74.74	51.70	66.79	76.32	76.12	57.13	56.75	56.50	56.48	57.55	56.42
383	372	8	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	57.84	57.81	69.00	58.70	58.45	57.48	67.20	57.72	57.56	57.64	56.38	57.75	74.11	58.12	58.24	68.58	56.88	74.21	76.01	56.28	56.75	57.60	45.22	56.98	57.93	57.46
400	372	8	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	58.21	58.53	59.51	58.69	58.46	54.52	60.32	48.29	67.87	57.75	75.71	69.01	76.52	57.64	58.73	70.02	47.02	67.95	58.00	69.85	56.04	44.01	75.70	58.29	43.32	59.01
401	372	8	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	74.40	58.36	58.37	58.48	58.88	69.40	48.67	58.06	68.50	57.16	76.45	58.34	67.60	58.54	59.33	74.55	57.39	56.47	57.28	57.21	55.76	56.36	44.65	45.48	55.84	56.32
402	372	8	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	74.29	58.86	57.88	59.01	58.28	70.07	59.34	57.14	67.50	68.84	57.11	57.98	75.36	57.41	59.21	74.75	58.07	56.24	58.11	57.55	58.28	56.58	57.25	57.61	58.61	58.03
403	372	8	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	72.69	58.38	58.46	58.26	68.36	57.72	75.03	57.28	56.30	68.52	57.20	57.70	75.30	57.14	58.06	58.28	57.12	58.27	56.47	57.76	56.68	56.52	44.24	56.48	57.49	55.30
420	372	8	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	58.73	58.58	58.37	58.41	58.33	68.21	68.78	57.92	75.49	56.31	76.70	57.29	74.52	56.92	58.59	74.66	57.75	76.03	68.88	56.60	56.15	55.46	56.01	56.27	56.31	56.43
421	372	8	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	66.89	58.59	58.04	58.69	58.82	69.79	67.19	58.10	66.91	57.70	70.00	57.92	58.61	58.38	58.15	75.00	74.89	74.84	76.31	70.06	58.19	57.58	75.79	57.27	57.75	43.39
422	372	8	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	73.93	57.73	58.04	58.09	58.56	76.31	68.50	57.64	75.31	56.65	54.25	70.19	75.39	75.35	58.48	74.01	56.76	56.18	56.11	56.62	56.09	57.19	57.50	55.40	56.62	55.85
423	372	8	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	74.49	58.55	68.90	58.60	57.90	58.03	73.71	58.47	67.01	58.67	58.28	74.98	74.58	57.94	58.52	57.77	58.68	68.65	56.57	70.03	57.60	56.24	45.39	57.77	57.74	57.69
440	372	8	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	74.27	67.02	68.19	68.87	58.69	69.10	67.67	56.92	57.91	58.60	57.62	68.46	69.06	45.48	58.10	75.61	69.50	57.57	57.53	54.64	90.66	56.34	55.70	55.93	56.27	77.10
441	372	8	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	59.72	58.68	69.13	69.02	59.34	58.20	59.48	59.53	57.81	68.62	57.88	58.25	74.32	69.17	58.62	68.43	90.09	69.84	57.87	74.73	58.68	56.47	75.61	57.44	58.19	57.39
442	372	8	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	73.94	58.51	58.98	59.58	68.38	57.63	67.34	59.60	58.59	68.46	68.73	70.38	68.92	74.68	58.43	75.24	57.98	74.22	58.05	77.51	57.16	56.81	69.10	44.67	58.01	56.11
443	372	8	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	59.89	58.62	58.57	58.57	58.23	68.98	67.89	58.52	57.86	57.21	75.65	58.80	50.25	57.91	58.39	70.06	57.96	75.10	58.49	57.72	57.21	58.70	45.61	57.30	44.05	59.19
460	372	8	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	74.83	58.06	67.62	58.14	58.42	69.54	74.29	67.15	75.17	56.67	75.24	68.41	69.05	57.37	58.10	75.04	68.74	68.29	69.67	55.88	56.49	56.27	58.18	56.90	57.95	43.91
461	372	8	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	59.39	58.04	58.18	58.79	58.49	75.86	75.42	56.61	57.07	68.53	57.54	58.09	57.33	58.88	58.29	70.20	57.60	67.23	57.01	57.10	44.14	46.18	44.93	56.96	56.95	57.48
462	372	8	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	74.42	58.23	58.22	59.06	58.31	58.99	68.69	57.94	57.91	67.70	58.19	57.68	69.98	67.83	58.76	67.59	69.70	58.17	57.95	56.80	57.03	57.75	76.00	57.79	58.53	47.21
463	372	8	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	59.91	58.16	58.85	58.35	59.02	76.34	69.06	58.79	56.93	56.17	57.72	57.61	69.38	45.69	58.08	69.36	46.60	58.09	57.10	57.41	57.47	44.27	57.08	56.53	57.59	56.93
480	372	8	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	58.56	57.94	56.13	57.87	57.78	57.25	73.50	53.80	68.35	57.43	76.01	58.00	75.73	57.04	58.20	69.44	75.60	76.21	68.36	57.02	56.66	55.54	57.52	57.10	57.83	57.33
481	372	8	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	67.86	58.55	58.20	68.60	58.28	57.27	73.40	49.46	57.44	57.19	75.87	77.53	67.04	47.80	57.36	76.07	57.65	52.86	76.07	76.46	56.14	57.19	55.81	57.19	55.78	57.37
482	372	8	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	75.22	58.10	68.34	58.48	58.35	56.80	75.09	66.66	49.45	53.11	76.02	76.46	68.75	56.71	58.22	52.92	56.73	57.48	76.31	70.35	45.55	55.73	76.48	55.88	57.19	55.74
483	372	8	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	67.51	67.66	58.57	59.50	59.14	58.20	74.60	51.37	69.19	74.84	66.10	57.44	67.65	58.27	58.13	58.38	58.27	57.37	58.00	57.23	57.78	47.06	76.11	56.97	56.86	57.74
500	372	8	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	58.71	59.32	58.70	58.54	58.85	58.28	67.88	57.83	68.28	57.68	69.32	68.12	74.75	70.22	58.54	70.18	58.00	57.96	57.41	56.63	57.23	45.24	76.11	56.42	56.96	57.32
501	372	8	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	74.30	68.25	57.97	58.56	57.93	67.78	59.01	57.65	67.76	57.22	57.99	76.28	70.30	47.41	59.61	75.47	70.08	74.43	75.54	57.06	46.55	56.71	75.99	57.81	57.58	57.89
502	372	8	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	73.46	58.34	67.04	59.01	58.88	55.92	73.59	58.67	58.34	58.83	58.61	58.49	68.78	58.82	58.60	75.82	58.04	74.99	69.48	69.12	57.71	57.29	75.21	57.37	57.78	54.66
503	372	8	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	67.34	58.01	58.40	58.02	58.04	75.67	67.59	57.66	58.60	68.51	69.02	70.67	89.91	69.82	46.53	69.94	68.25	67.63	57.26	76.62	56.76	57.03	76.98	70.23	57.93	55.77
520	372	8	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	74.44	58.70	59.18	59.16	58.34	58.03	74.06	57.45	57.39	58.26	76.13	58.58	74.95	57.48	59.22	74.59	51.82	68.71	68.75	57.52	57.46	55.75	57.88	56.56	57.37	56.74
521	372	8	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	69.47	58.80	58.12	58.48	60.19	58.62	67.28	57.73	57.22	57.89	58.77	56.81	75.65	57.27	58.32	75.30	57.14	68.90	57.20	69.55	57.21	57.26	74.79	57.08	46.76	45.09
522	372	8	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	68.79	58.13	58.31	58.26	58.65	58.49	73.74	57.27	48.35	57.54	57.84	58.19	68.72	59.01	57.48	74.81	57.37	57.26	58.36	76.51	56.97	59.37	56.80	57.46	58.35	57.18
523	372	8	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	58.55	58.80	59.01	58.94	58.44	76.47	74.35	67.96	57.43	68.35	57.50	57.59	75.40	57.32	58.41	68.85	59.00	59.68	68.93	70.13	57.02	56.64	56.15	56.82	57.21	57.27
540	372	8	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	59.27	75.60	57.87	57.94	67.80	57.26	75.52	58.92	68.32	67.97	57.27	53.07	65.91	57.76	57.93	75.77	75.35	47.79	76.37	76.70	57.01	55.85	47.19	56.99	58.07	57.52
541	372	8	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	59.01	58.65	58.35	58.50	67.12	68.51	67.69	46.71	68.07	58.12	57.60	57.34	44.50	58.34	57.61	56.52	74.83	57.11	58.00	75.96	57.54	57.49	46.22	56.79	45.34	56.77
542	372	8	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	74.11	58.45	58.52	58.58	59.23	70.06	74.77	58.25	58.29	58.41	58.00	57.50	75.15	47.11	58.75	75.48	58.73	57.38	57.83	57.16	57.09	55.86	76.36	57.11	57.55	58.08
543	372	8	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	73.30	58.82	57.30	58.94	67.00	57.30	58.05	48.20	58.61	67.57	57.01	75.97	75.33	57.28	58.32	58.76	45.35	57.66	69.42	68.30	48.40	56.07	47.84	57.26	69.35	56.81
560	372	8	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	69.03	58.55	57.79	68.66	67.79	76.41	74.89	58.20	58.01	57.47	76.45	71.05	76.40	57.83	57.87	57.91	55.97	74.38	90.43	56.45	57.31	45.00	76.24	55.96	56.47	56.40
561	372	8	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	73.80	69.47	69.36	58.24	58.43	69.19	74.63	57.83	58.15	57.40	69.03	56.82	75.17	69.85	59.33	74.74	47.62	74.35	75.94	70.70	48.41	56.81	76.71	45.75	44.92	57.18
562	372	8	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	60.03	58.79	58.97	59.87	58.21	76.05	68.00	58.06	69.22	56.29	76.07	58.09	68.40	74.63	57.73	57.79	57.63	75.79	76.74	57.82	57.22	46.95	76.05	56.98	56.86	56.90
563	372	8	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	58.91	69.02	57.53	58.20	44.35	57.99	67.06	57.50	57.83	58.28	76.67	56.44	68.64	74.66	57.93	71.20	57.86	68.53	55.06	58.67	56.87	56.03	75.31	56.81	56.68	56.13
580	372	8	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	74.62	58.73	57.99	58.23	58.55	75.91	59.45	56.01	69.90	66.97	55.48	69.56	74.71	57.66	57.74	75.63	57.59	57.87	68.91	57.75	56.95	56.84	45.95	57.63	56.99	56.54
581	372	8	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	68.16	58.69	58.31	68.59	58.05	56.20	70.11	58.63	57.83	57.61	76.39	75.64	75.44	49.46	57.64	73.88	69.03	68.78	57.76	75.61	57.43	56.64	74.45	56.96	57.29	45.78
582	372	8	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	60.51	69.76	68.26	58.64	58.52	69.28	68.74	58.12	48.13	57.73	57.45	57.27	74.99	68.89	58.39	66.94	58.82	74.49	56.85	69.76	45.99	57.69	57.71	57.38	57.85	55.84
583	372	8	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	58.80	60.18	57.84	59.25	58.13	70.08	58.49	58.51	57.91	68.44	57.12	57.42	73.95	58.31	58.09	69.23	58.22	57.73	76.26	56.47	56.73	57.82	46.26	56.26	47.22	57.24
600	372	8	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	73.86	58.70	68.21	58.32	58.71	57.45	68.96	49.72	57.48	68.07	76.60	75.45	75.12	48.50	58.03	75.79	58.51	56.90	76.65	56.47	46.38	57.71	56.25	57.20	57.57	46.87
601	372	8	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	73.50	66.20	59.10	45.69	67.02	68.78	74.78	47.27	58.75	57.63	76.65	68.97	74.87	47.65	58.74	74.60	67.74	69.60	57.40	56.95	45.17	57.71	76.90	57.58	56.79	56.25
602	372	8	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	74.13	59.68	58.88	58.66	58.76	58.49	74.24	58.26	67.04	59.25	69.98	69.86	74.36	57.75	57.80	74.63	58.43	58.25	58.53	56.96	58.29	56.53	57.43	57.82	59.47	59.35
603	372	8	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	73.18	68.08	68.67	58.45	59.54	67.79	74.91	49.72	57.70	66.86	75.76	51.69	74.22	74.78	58.38	57.50	58.25	50.62	69.59	56.28	58.06	43.99	46.59	58.00	58.20	57.11
620	372	8	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	59.50	58.45	68.72	58.70	59.00	58.03	68.76	57.81	57.66	74.37	69.83	57.36	68.17	69.74	58.65	51.47	57.78	74.57	75.81	76.34	57.01	55.53	46.22	56.24	69.60	56.79
621	372	8	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	74.14	59.75	66.77	58.94	58.05	69.59	75.97	58.26	53.12	57.61	56.76	56.17	75.51	48.15	57.92	75.66	56.40	74.68	76.65	57.19	56.89	56.71	46.61	56.39	58.22	57.59
622	372	8	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	68.02	58.33	58.59	75.00	59.35	58.06	74.92	57.30	57.42	57.77	76.20	57.90	74.59	69.57	58.28	68.26	58.48	75.31	57.46	56.10	56.56	56.58	48.42	47.46	59.09	56.71
623	372	8	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	73.60	67.11	69.26	58.34	58.89	58.93	74.23	58.50	57.89	58.34	58.49	58.52	74.28	58.81	58.94	74.52	89.57	69.50	57.95	77.07	46.36	56.52	76.21	57.52	75.28	47.34
640	372	8	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	60.21	58.70	68.40	58.24	58.94	69.35	73.49	68.73	58.76	58.17	69.69	58.06	58.43	68.27	59.18	69.42	58.81	58.87	58.09	76.17	58.47	57.59	76.03	55.98	57.41	57.27
641	372	8	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	58.16	59.00	59.10	58.91	58.24	76.19	66.18	58.04	67.70	58.06	69.45	59.02	68.90	70.13	58.21	57.93	57.43	74.87	75.82	69.94	57.07	43.73	75.57	57.44	59.44	57.42
642	372	8	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	59.44	58.13	58.43	57.93	57.62	58.25	67.77	69.35	68.37	57.30	76.12	58.25	75.63	69.07	45.18	57.09	56.52	55.31	69.36	57.50	57.26	56.73	43.45	57.29	57.71	69.72
643	372	8	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	60.41	58.66	68.21	59.01	67.79	55.26	74.12	58.27	57.63	58.11	58.74	68.53	74.86	58.54	58.14	67.65	45.16	68.34	70.43	56.51	58.19	43.44	57.32	56.85	57.19	57.62
660	372	8	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	68.21	58.86	58.37	68.33	58.56	55.10	74.60	46.70	66.95	56.36	57.29	55.09	57.98	57.00	58.59	75.55	57.86	75.19	57.38	70.22	56.56	56.97	47.25	56.92	44.97	57.47
661	372	8	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	59.89	58.81	69.93	58.57	74.71	75.37	74.14	58.06	75.29	47.45	57.78	69.17	68.24	58.57	58.67	68.26	58.31	68.46	69.78	56.65	56.96	55.92	76.26	57.17	57.60	57.11
662	372	8	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	74.21	58.63	58.85	69.32	59.07	57.34	75.46	57.43	67.66	45.94	57.50	56.95	74.52	68.16	58.33	75.42	56.75	57.21	72.14	57.44	57.93	56.51	75.75	56.68	56.31	57.00
663	372	8	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	59.56	68.29	68.37	58.78	57.32	75.73	59.11	58.29	66.94	57.88	75.41	74.97	74.40	75.83	58.55	70.12	57.58	58.68	57.26	77.02	56.88	58.71	44.67	58.10	58.52	57.77
680	372	8	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	73.83	58.33	58.64	66.75	58.76	69.21	75.15	58.39	57.68	68.73	56.51	57.13	74.73	58.60	58.32	70.34	57.32	75.21	57.59	56.62	55.47	45.54	57.23	56.89	56.61	56.72
681	372	8	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	73.42	58.36	68.74	58.03	46.80	76.21	73.39	67.65	75.21	58.03	57.26	69.84	75.00	58.03	58.05	52.36	57.98	74.70	69.55	57.11	58.13	56.51	71.05	43.91	46.54	75.97
682	372	8	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	69.40	58.28	69.40	58.76	69.32	68.92	68.43	57.97	68.26	90.06	75.90	57.43	68.46	57.81	57.98	74.68	67.99	45.92	57.50	76.22	56.12	56.82	75.70	56.76	57.35	58.22
683	372	8	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	58.52	58.65	59.03	68.71	58.89	57.82	75.46	58.13	57.79	57.86	76.20	57.78	68.89	58.26	58.63	58.18	57.68	68.54	76.20	56.36	56.19	56.62	46.18	56.63	57.12	57.31
700	372	8	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	59.22	58.44	58.48	58.46	58.45	68.93	68.85	57.92	67.10	67.04	57.78	57.36	68.13	57.28	58.67	45.11	45.75	57.58	75.61	70.47	58.03	56.35	76.70	57.11	57.07	57.50
701	372	8	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	74.01	59.14	57.66	58.76	59.50	57.46	67.67	67.04	74.92	56.54	69.42	58.28	74.13	73.38	59.06	74.93	57.85	75.03	75.13	70.43	58.46	56.86	57.53	59.09	57.50	57.92
702	372	8	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	68.00	58.40	58.19	58.58	58.25	69.11	68.77	67.49	58.65	67.54	75.77	58.63	74.15	59.08	58.30	75.89	58.78	68.20	76.39	56.08	56.51	56.68	46.02	57.22	55.20	57.10
703	372	8	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	68.22	58.52	57.98	59.01	66.92	58.32	68.32	69.30	68.47	67.78	57.75	75.51	74.97	58.54	58.03	75.81	58.94	75.04	76.41	56.79	57.35	57.22	46.39	57.40	46.43	46.28

The global mean maximum row:

	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26	average_map
160	72.86	64.30	65.13	65.81	64.46	62.01	73.43	65.12	69.46	83.78	74.17	63.55	85.08	73.07	65.58	74.62	64.97	71.95	68.91	74.62	64.47	66.10	64.41	63.72	65.30	64.33	68.892692
281	73.66	66.08	73.17	73.84	66.02	75.67	66.37	64.23	73.11	65.12	63.80	87.04	54.46	66.47	65.39	82.78	63.71	75.02	70.92	74.41	65.06	64.66	64.86	65.93	64.51	64.46	68.875000
222	72.16	64.36	72.81	64.52	64.46	62.48	82.86	65.02	72.24	73.94	74.38	69.21	74.54	63.39	63.92	73.34	62.85	73.46	74.88	70.50	63.78	65.91	63.25	64.98	64.45	63.84	68.520385
202	73.26	73.47	72.45	65.19	64.95	74.12	73.17	65.12	70.32	65.06	69.70	63.41	74.21	65.77	63.75	72.67	64.28	65.08	73.35	62.27	63.76	65.38	72.66	64.51	65.40	65.19	68.019231
263	68.48	64.63	73.25	64.94	63.47	64.82	86.60	65.28	73.76	63.73	74.89	64.55	66.42	72.39	63.74	73.38	64.55	74.32	74.22	63.80	63.81	65.19	63.16	64.15	64.72	64.08	67.935769
503	67.20	64.07	65.22	65.06	64.55	74.75	68.86	63.71	64.69	69.29	68.15	68.79	85.84	69.95	54.39	71.19	66.52	68.79	63.27	75.11	63.64	65.18	73.40	69.85	64.97	63.89	67.705000
701	73.50	65.12	64.81	65.54	64.83	63.06	68.66	69.64	74.07	63.63	69.31	63.74	72.80	73.62	64.35	73.57	62.63	73.25	74.33	69.72	63.99	63.87	65.73	64.31	64.84	64.89	67.608077
20	72.52	65.61	69.27	63.90	73.64	61.75	73.31	64.06	73.09	65.52	73.81	69.21	84.00	72.82	65.20	64.46	62.72	73.55	55.28	62.42	65.74	65.16	64.41	64.70	65.76	64.82	67.566538
623	73.04	69.66	68.17	63.95	65.48	65.55	73.60	63.78	63.64	64.52	63.97	63.96	73.69	65.12	63.60	73.73	85.70	70.32	63.07	75.31	53.88	64.74	73.33	64.40	72.85	57.06	67.543077
183	71.31	65.48	72.62	64.13	65.39	62.74	70.05	65.45	65.11	72.35	72.96	72.46	73.02	64.71	63.48	72.23	64.11	73.28	64.31	64.92	67.40	66.48	65.29	65.01	66.24	65.48	67.538846

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code

pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
540	372	8	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	65.94	74.85	64.46	63.96	67.83	63.70	74.51	64.49	69.45	69.52	64.27	60.23	67.71	63.22	63.94	72.75	73.86	54.26	74.96	73.76	63.71	63.77	53.88	64.53	65.90	64.81
542	372	8	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	73.56	65.06	64.64	65.58	65.54	69.61	73.45	64.69	64.35	65.35	64.05	64.32	73.10	53.44	64.07	73.10	64.56	63.89	64.90	64.66	64.73	63.64	72.36	65.04	65.28	65.01
543	372	8	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	72.32	65.55	63.58	65.31	66.62	64.38	65.37	55.58	65.16	70.70	64.50	74.93	72.63	63.81	63.88	65.51	51.75	64.74	69.68	68.33	55.99	63.03	53.79	65.55	68.61	65.07
600	372	8	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	73.20	65.03	68.73	64.91	64.66	64.65	68.39	55.94	64.45	69.78	75.33	74.78	72.58	54.52	64.80	73.06	64.86	64.28	74.88	64.31	55.42	65.56	64.07	65.09	64.68	54.57
601	372	8	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	72.50	67.69	65.44	52.75	65.98	67.66	73.28	55.02	64.74	65.27	74.62	69.27	73.35	56.35	63.53	72.88	68.54	69.44	63.80	64.10	54.12	64.94	72.86	64.95	63.63	64.21
602	372	8	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	74.37	66.32	65.51	65.35	65.56	64.79	73.12	65.75	68.82	66.32	70.23	69.28	72.35	64.04	64.01	73.63	64.80	64.43	64.52	64.05	65.11	63.24	66.61	65.01	65.15	66.12
603	372	8	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	72.68	68.33	67.78	64.27	66.77	66.48	72.29	56.34	64.94	68.07	75.28	59.84	71.82	73.61	64.15	64.25	63.46	55.92	68.88	64.25	67.35	53.23	55.04	64.63	65.46	64.60
661	372	8	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	67.09	65.58	69.21	64.82	74.37	74.20	73.72	64.78	73.07	55.81	64.29	68.21	69.72	63.93	63.44	67.78	63.78	68.13	68.32	63.28	64.88	64.94	71.84	65.49	64.67	64.95
663	372	8	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	66.49	67.79	68.85	65.43	64.98	74.05	65.56	64.05	68.36	65.86	73.90	75.35	72.74	73.84	63.48	69.73	63.83	64.11	63.32	74.07	63.45	64.62	52.07	65.35	65.64	65.05
360	372	8	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	74.32	65.19	68.16	65.30	65.93	68.32	73.27	64.42	67.23	64.24	64.29	63.38	64.95	50.06	63.99	63.92	67.29	52.13	74.91	64.19	65.15	64.55	74.36	65.39	53.86	64.53
361	372	8	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	72.93	64.86	65.64	69.47	65.16	74.92	73.32	64.09	63.66	64.42	69.05	66.48	73.70	53.54	63.90	73.13	64.90	64.12	64.31	62.89	63.22	54.73	72.66	64.96	64.57	64.04
362	372	8	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	73.87	64.11	64.83	64.10	64.99	74.92	69.57	55.44	72.48	64.58	75.49	63.35	72.94	52.17	62.94	69.16	52.99	73.69	63.14	73.85	67.05	63.99	72.18	63.98	63.43	64.94
363	372	8	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	65.83	66.10	65.77	64.81	65.27	64.69	68.60	65.38	68.74	64.41	74.04	64.31	69.00	73.54	64.25	73.02	63.81	64.61	64.04	63.82	63.06	65.23	66.00	65.93	65.25	65.37
421	372	8	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	65.29	64.24	65.36	65.22	64.82	69.36	68.04	64.44	68.73	65.08	69.33	63.55	65.82	63.56	64.45	74.17	73.82	74.01	74.24	68.08	66.52	63.96	71.89	65.35	64.91	53.18
423	372	8	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	74.02	65.70	68.17	65.58	64.89	64.65	72.34	63.97	67.28	65.76	65.03	75.12	72.69	64.22	64.06	65.10	64.17	68.41	63.50	69.39	65.28	64.11	53.74	64.26	64.65	65.03
560	372	8	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	68.16	65.15	64.90	68.85	66.66	75.57	73.25	64.57	64.90	63.68	74.72	68.28	73.75	63.53	63.36	63.81	62.72	73.42	87.59	62.61	63.34	52.73	72.91	63.36	63.43	64.34
561	372	8	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	73.73	69.20	68.69	65.42	64.71	68.80	73.24	64.25	64.31	63.58	67.67	63.21	72.87	69.04	64.18	73.11	54.76	73.83	74.72	69.97	57.29	64.31	73.89	52.88	53.19	64.50
562	372	8	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	65.56	65.83	65.71	66.07	64.76	74.51	68.92	64.06	69.18	64.49	74.98	63.66	69.15	73.06	63.39	64.67	63.58	73.33	74.35	63.67	64.01	55.27	73.39	64.49	64.06	64.42
620	372	8	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	66.03	65.73	69.95	65.55	64.81	64.43	69.07	65.06	63.96	73.97	68.86	63.15	68.61	70.37	64.11	57.70	64.30	73.35	75.53	74.86	63.65	63.62	52.67	64.59	69.79	64.24
623	372	8	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	73.04	69.66	68.17	63.95	65.48	65.55	73.60	63.78	63.64	64.52	63.97	63.96	73.69	65.12	63.60	73.73	85.70	70.32	63.07	75.31	53.88	64.74	73.33	64.40	72.85	57.06
681	372	8	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	72.06	65.71	68.28	64.57	55.00	74.31	72.35	68.73	73.28	63.50	63.82	66.52	72.78	63.83	63.55	58.29	63.57	73.83	70.09	64.78	64.06	63.63	68.92	52.63	53.40	72.89
682	372	8	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	69.05	64.93	68.83	64.18	67.81	67.08	68.47	64.18	68.98	86.99	74.37	62.61	69.49	63.71	62.96	72.73	67.78	53.71	63.82	74.66	63.86	64.26	72.44	65.13	64.32	64.85
380	372	8	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	72.75	68.76	65.01	65.80	65.71	63.92	68.85	63.83	63.83	70.59	63.54	63.58	73.38	63.56	63.27	69.05	73.26	54.48	74.27	63.21	63.97	65.09	64.51	65.48	72.89	64.82
440	372	8	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	73.42	67.51	68.58	68.66	65.19	67.74	68.73	64.54	65.13	64.23	62.96	68.15	69.59	53.73	63.52	74.15	68.19	63.54	65.13	62.74	86.39	63.86	63.43	63.39	64.96	73.58
441	372	8	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	65.99	64.51	68.31	69.39	66.07	64.36	64.93	64.75	64.72	69.19	63.97	64.32	72.34	69.08	63.34	68.04	85.95	69.52	63.69	74.61	64.41	63.41	71.91	64.75	65.24	64.60
442	372	8	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	72.90	65.04	65.14	65.09	66.44	63.35	67.43	64.93	65.61	68.95	67.05	70.21	70.06	73.04	64.02	73.51	63.97	73.08	63.70	75.15	64.68	63.31	69.36	52.59	64.35	64.54
500	372	8	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	66.87	66.23	65.77	64.37	65.18	65.12	68.68	65.28	69.40	64.15	68.32	67.12	72.87	68.63	64.95	70.46	64.07	63.88	64.30	63.59	63.87	53.80	74.90	65.85	64.53	64.92
501	372	8	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	73.34	69.09	65.03	65.37	64.27	67.50	64.73	64.13	70.38	64.50	63.22	74.74	69.20	53.68	64.84	72.93	68.97	72.88	74.90	63.45	54.24	64.83	74.15	65.24	64.13	65.16
502	372	8	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	72.74	65.20	67.76	65.63	65.69	61.71	73.72	63.98	65.89	65.80	64.95	63.84	68.20	64.02	63.52	73.82	63.29	73.30	69.26	68.02	64.08	64.28	73.29	64.26	64.74	62.27
503	372	8	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	67.20	64.07	65.22	65.06	64.55	74.75	68.86	63.71	64.69	69.29	68.15	68.79	85.84	69.95	54.39	71.19	66.52	68.79	63.27	75.11	63.64	65.18	73.40	69.85	64.97	63.89
581	372	8	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	67.55	65.23	64.87	66.47	64.54	62.29	70.37	64.93	63.72	63.98	74.35	75.36	72.84	55.44	63.36	72.11	70.21	70.07	63.61	74.84	64.25	63.75	71.89	64.49	64.21	53.53
640	372	8	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	66.77	65.78	69.39	64.75	65.58	66.63	71.96	70.24	65.25	64.69	69.56	64.05	64.21	68.29	64.67	70.90	63.66	64.27	63.88	75.36	64.74	63.09	73.00	64.22	65.33	65.26
641	372	8	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	65.23	65.31	65.37	65.47	65.08	75.64	66.69	63.70	69.70	64.18	67.33	64.03	69.52	71.19	63.15	63.67	62.87	73.07	74.35	70.54	63.29	53.75	73.14	64.97	65.16	64.59
701	372	8	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	73.50	65.12	64.81	65.54	64.83	63.06	68.66	69.64	74.07	63.63	69.31	63.74	72.80	73.62	64.35	73.57	62.63	73.25	74.33	69.72	63.99	63.87	65.73	64.31	64.84	64.89
703	372	8	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	68.59	64.69	65.13	65.36	66.85	64.69	69.58	68.74	71.19	68.75	63.14	75.09	73.12	63.09	63.90	73.27	65.58	73.12	75.01	63.03	64.54	63.91	53.50	64.97	54.49	53.90
460	372	8	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	73.73	64.43	67.68	64.38	64.95	68.22	72.89	69.99	74.33	64.26	74.91	67.84	68.20	63.43	64.35	73.03	69.73	69.07	69.58	62.46	63.01	63.59	64.84	64.07	65.28	52.41
523	372	8	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	65.54	64.40	65.55	65.29	64.94	75.17	73.30	70.17	63.93	69.67	63.32	63.69	72.90	63.85	63.62	69.24	63.15	64.58	69.22	70.51	64.67	63.20	65.55	64.41	64.24	64.54
180	372	8	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	72.21	65.40	64.62	73.47	63.91	70.51	72.26	64.24	64.78	72.22	71.54	61.81	71.07	62.35	64.50	63.49	72.77	76.90	62.25	61.94	65.21	64.59	65.61	65.39	64.74	63.79
183	372	8	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	71.31	65.48	72.62	64.13	65.39	62.74	70.05	65.45	65.11	72.35	72.96	72.46	73.02	64.71	63.48	72.23	64.11	73.28	64.31	64.92	67.40	66.48	65.29	65.01	66.24	65.48
301	372	8	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	64.23	64.76	64.50	66.52	72.30	64.86	77.57	65.76	68.83	64.91	73.25	64.64	72.58	64.81	64.83	72.51	65.09	66.00	71.58	63.69	66.07	65.06	63.70	64.90	64.36	65.80
302	372	8	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	71.42	64.52	72.25	64.49	63.77	74.20	71.82	72.78	64.67	73.03	63.91	63.29	81.15	64.61	64.60	59.45	63.56	66.65	63.81	63.89	65.22	65.95	64.73	64.28	67.25	65.22
0	372	8	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	65.08	71.42	58.92	72.74	65.45	56.49	64.43	65.40	66.53	73.21	71.77	42.66	73.21	64.22	73.58	64.23	65.05	65.90	75.61	65.00	66.63	66.89	67.82	66.01	65.78	66.67
60	372	8	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	63.36	65.44	65.64	67.27	64.88	64.98	66.56	66.34	65.32	66.66	55.97	65.05	55.46	66.87	65.51	71.00	65.15	66.80	65.18	63.86	66.32	66.45	66.17	66.97	65.57	67.63
61	372	8	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	71.61	65.59	65.54	64.37	65.40	65.17	71.87	66.14	64.17	66.23	74.49	62.70	73.66	64.03	64.08	65.30	64.48	63.89	63.38	64.88	65.87	67.14	65.67	65.20	64.68	65.91
120	372	8	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	56.17	66.60	64.36	65.85	72.33	42.66	65.28	63.64	75.14	64.84	75.06	61.19	72.67	63.09	64.56	73.50	64.26	62.57	72.35	61.97	66.46	66.59	65.49	64.90	65.25	66.97
121	372	8	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	71.15	64.08	65.09	66.40	42.66	72.33	71.25	64.35	63.51	72.60	64.78	63.30	72.65	63.37	63.91	64.96	63.37	66.33	74.68	60.53	64.98	65.38	66.00	65.14	65.47	64.69
123	372	8	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	65.86	64.80	63.66	66.04	65.59	55.78	64.89	65.99	72.73	64.90	65.80	65.52	55.39	64.03	64.47	77.82	65.04	73.18	65.53	65.16	66.28	66.03	65.69	64.70	66.33	66.14
201	372	8	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	73.20	66.25	65.34	64.63	64.11	63.63	73.31	73.92	65.79	65.06	73.90	63.20	69.26	64.28	63.34	73.28	62.45	64.79	64.35	62.81	64.63	65.48	64.54	66.59	64.59	65.16
202	372	8	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	73.26	73.47	72.45	65.19	64.95	74.12	73.17	65.12	70.32	65.06	69.70	63.41	74.21	65.77	63.75	72.67	64.28	65.08	73.35	62.27	63.76	65.38	72.66	64.51	65.40	65.19
203	372	8	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	71.79	64.96	64.96	64.75	65.54	69.91	72.78	65.31	64.96	64.88	65.00	73.84	73.71	63.04	65.17	63.33	64.32	71.59	64.57	64.34	64.35	64.58	64.11	64.70	64.81	65.81
260	372	8	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	56.08	72.86	55.33	66.18	64.65	64.05	71.89	65.08	66.22	65.43	73.58	73.01	73.12	84.43	65.57	72.44	64.99	64.47	56.01	64.03	42.66	66.50	64.65	65.34	64.64	65.36
261	372	8	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	73.26	73.30	65.00	65.68	64.53	64.04	66.28	65.58	72.51	64.60	64.01	65.06	74.76	63.39	65.36	74.11	65.02	75.23	63.09	63.44	65.55	65.04	64.52	65.06	63.87	64.51
262	372	8	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	73.65	65.48	72.02	65.46	63.65	65.12	71.78	65.28	83.88	65.64	64.32	62.46	74.80	64.20	63.73	85.23	63.52	64.82	62.34	62.79	64.31	65.55	65.26	63.57	64.01	66.24
263	372	8	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	68.48	64.63	73.25	64.94	63.47	64.82	86.60	65.28	73.76	63.73	74.89	64.55	66.42	72.39	63.74	73.38	64.55	74.32	74.22	63.80	63.81	65.19	63.16	64.15	64.72	64.08
321	372	8	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	72.11	64.35	64.42	63.57	56.27	71.79	71.65	66.68	65.10	64.88	64.21	63.67	74.13	63.81	73.67	64.46	62.56	72.82	75.11	62.05	65.02	65.60	64.45	66.70	64.59	64.69
323	372	8	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	65.35	66.09	65.14	64.24	64.37	63.58	73.23	65.17	72.36	72.27	55.79	65.09	73.93	74.34	64.70	73.52	70.05	64.07	64.05	64.59	64.07	65.31	64.37	64.84	63.92	63.69
20	372	8	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	72.52	65.61	69.27	63.90	73.64	61.75	73.31	64.06	73.09	65.52	73.81	69.21	84.00	72.82	65.20	64.46	62.72	73.55	55.28	62.42	65.74	65.16	64.41	64.70	65.76	64.82
21	372	8	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	66.11	65.31	55.89	64.21	64.97	64.02	71.86	63.68	73.28	65.03	74.88	63.10	73.09	63.63	64.48	74.70	64.32	64.20	69.55	68.51	65.09	64.90	65.83	63.83	64.16	65.61
23	372	8	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	64.81	65.12	73.46	64.67	65.20	74.57	71.46	64.28	73.10	64.84	74.66	62.95	73.63	63.44	65.33	75.28	63.43	63.73	65.04	69.07	64.98	66.47	64.23	64.54	63.65	64.53
81	372	8	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	64.86	65.75	73.22	64.25	64.84	63.71	73.78	64.05	65.31	73.21	73.93	64.23	85.99	63.18	64.07	73.23	62.86	73.73	64.56	74.61	65.46	53.37	64.36	63.79	64.94	63.01
141	372	8	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	42.66	82.49	64.94	64.09	63.88	72.86	72.98	64.53	64.30	73.51	74.87	64.76	74.25	64.11	42.66	84.67	42.66	81.63	64.68	61.94	63.80	64.95	65.17	65.28	64.78	64.51
142	372	8	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	72.65	64.68	73.29	64.92	64.32	62.09	71.97	65.04	65.01	64.49	74.62	69.83	73.45	73.51	64.09	74.37	64.11	63.35	75.27	62.53	65.20	64.28	63.85	65.20	65.46	64.57
143	372	8	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	70.61	64.50	64.76	65.24	64.95	84.29	65.10	65.31	65.73	64.43	73.99	63.69	65.18	64.37	64.86	64.31	64.50	74.48	75.12	63.72	65.09	64.72	64.90	65.12	63.99	65.10
221	372	8	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	72.97	64.22	64.38	64.78	73.80	64.26	73.32	65.08	74.60	64.20	73.06	74.36	74.36	63.12	64.27	75.04	64.46	64.13	64.46	63.21	64.44	65.24	64.17	64.47	64.32	64.90
222	372	8	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	72.16	64.36	72.81	64.52	64.46	62.48	82.86	65.02	72.24	73.94	74.38	69.21	74.54	63.39	63.92	73.34	62.85	73.46	74.88	70.50	63.78	65.91	63.25	64.98	64.45	63.84
280	372	8	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	72.16	74.14	73.08	65.77	73.07	71.05	72.49	73.62	63.76	72.62	56.03	61.01	74.86	64.16	64.04	67.23	63.99	65.05	63.15	63.30	64.33	64.19	64.71	65.02	64.06	64.60
281	372	8	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	73.66	66.08	73.17	73.84	66.02	75.67	66.37	64.23	73.11	65.12	63.80	87.04	54.46	66.47	65.39	82.78	63.71	75.02	70.92	74.41	65.06	64.66	64.86	65.93	64.51	64.46
282	372	8	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	72.93	64.35	55.89	73.15	64.62	61.86	72.66	65.08	65.30	73.73	74.11	62.78	74.09	64.05	63.31	63.37	64.87	72.67	75.79	63.91	64.30	65.98	65.25	52.40	64.10	65.31
340	372	8	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	73.30	65.95	72.46	65.03	65.06	63.42	72.16	65.99	65.30	65.33	74.04	63.08	74.03	63.16	63.16	74.20	64.53	74.35	69.67	63.13	52.84	66.46	66.30	65.14	64.23	64.93
40	372	8	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	72.95	64.59	72.88	64.23	73.35	74.28	73.79	62.69	74.34	63.67	73.73	63.12	73.42	62.07	63.64	73.16	63.73	63.02	64.31	60.06	65.12	65.38	62.67	65.52	64.29	65.09
41	372	8	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	72.94	73.22	64.88	42.66	73.49	65.04	73.60	64.53	73.78	73.72	68.60	61.46	73.27	64.59	63.42	80.93	64.76	64.85	74.87	62.48	64.59	64.63	64.41	64.47	64.85	63.49
42	372	8	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	72.30	72.50	65.52	65.06	68.32	64.57	73.20	64.25	72.94	65.56	74.87	63.43	73.98	84.03	64.01	66.02	65.55	63.57	64.27	64.24	54.98	52.64	73.16	63.83	64.00	65.02
43	372	8	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	72.47	65.24	71.26	65.53	73.60	74.25	55.18	64.93	65.29	73.60	63.23	63.56	74.10	64.68	64.63	63.61	63.56	74.21	75.40	64.49	63.99	64.83	64.41	65.41	64.13	63.59
160	372	8	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	72.86	64.30	65.13	65.81	64.46	62.01	73.43	65.12	69.46	83.78	74.17	63.55	85.08	73.07	65.58	74.62	64.97	71.95	68.91	74.62	64.47	66.10	64.41	63.72	65.30	64.33
161	372	8	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	72.84	64.71	66.19	65.62	65.08	63.93	75.11	65.69	72.86	65.54	64.32	74.40	73.82	64.56	64.56	74.09	64.18	74.21	63.46	63.67	64.65	64.88	64.87	65.17	63.70	63.19

Size of the All data:  (144, 29)
Size of the Sig data:  (75, 34)

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
53	372	8	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	59.27	75.60	57.87	57.94	67.80	57.26	75.52	58.92	68.32	67.97	57.27	53.07	65.91	57.76	57.93	75.77	75.35	47.79	76.37	76.70	57.01	55.85	47.19	56.99	58.07	57.52
60	372	8	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	74.11	58.45	58.52	58.58	59.23	70.06	74.77	58.25	58.29	58.41	58.00	57.50	75.15	47.11	58.75	75.48	58.73	57.38	57.83	57.16	57.09	55.86	76.36	57.11	57.55	58.08
74	372	8	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	73.30	58.82	57.30	58.94	67.00	57.30	58.05	48.20	58.61	67.57	57.01	75.97	75.33	57.28	58.32	58.76	45.35	57.66	69.42	68.30	48.40	56.07	47.84	57.26	69.35	56.81
64	372	8	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	73.86	58.70	68.21	58.32	58.71	57.45	68.96	49.72	57.48	68.07	76.60	75.45	75.12	48.50	58.03	75.79	58.51	56.90	76.65	56.47	46.38	57.71	56.25	57.20	57.57	46.87
66	372	8	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	73.50	66.20	59.10	45.69	67.02	68.78	74.78	47.27	58.75	57.63	76.65	68.97	74.87	47.65	58.74	74.60	67.74	69.60	57.40	56.95	45.17	57.71	76.90	57.58	56.79	56.25
32	372	8	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	74.13	59.68	58.88	58.66	58.76	58.49	74.24	58.26	67.04	59.25	69.98	69.86	74.36	57.75	57.80	74.63	58.43	58.25	58.53	56.96	58.29	56.53	57.43	57.82	59.47	59.35
71	372	8	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	73.18	68.08	68.67	58.45	59.54	67.79	74.91	49.72	57.70	66.86	75.76	51.69	74.22	74.78	58.38	57.50	58.25	50.62	69.59	56.28	58.06	43.99	46.59	58.00	58.20	57.11
29	372	8	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	59.89	58.81	69.93	58.57	74.71	75.37	74.14	58.06	75.29	47.45	57.78	69.17	68.24	58.57	58.67	68.26	58.31	68.46	69.78	56.65	56.96	55.92	76.26	57.17	57.60	57.11
22	372	8	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	59.56	68.29	68.37	58.78	57.32	75.73	59.11	58.29	66.94	57.88	75.41	74.97	74.40	75.83	58.55	70.12	57.58	58.68	57.26	77.02	56.88	58.71	44.67	58.10	58.52	57.77
73	372	8	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	74.59	57.82	69.36	58.90	58.16	68.82	74.19	57.17	67.89	57.48	57.26	57.26	57.69	43.19	58.57	57.70	67.94	46.47	75.46	56.93	56.82	56.99	75.90	57.64	46.91	57.44
59	372	8	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	74.48	57.98	59.10	68.37	58.12	75.85	74.69	57.03	57.17	57.91	69.71	68.69	75.86	46.64	58.53	74.79	59.43	57.36	57.50	56.30	55.63	45.87	75.32	57.06	56.18	57.29
55	372	8	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	74.81	58.01	57.44	58.05	57.57	75.60	68.99	48.42	75.15	57.47	76.45	57.03	76.27	45.36	57.46	68.64	46.27	74.91	57.04	75.79	58.03	56.90	76.06	56.62	56.64	56.26
52	372	8	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	58.68	59.53	59.44	58.42	58.40	58.18	67.55	58.42	69.09	57.20	75.80	57.35	68.69	75.02	58.44	75.18	58.01	58.95	57.97	57.04	57.17	58.37	57.75	58.67	57.81	57.00
35	372	8	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	66.89	58.59	58.04	58.69	58.82	69.79	67.19	58.10	66.91	57.70	70.00	57.92	58.61	58.38	58.15	75.00	74.89	74.84	76.31	70.06	58.19	57.58	75.79	57.27	57.75	43.39
57	372	8	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	74.49	58.55	68.90	58.60	57.90	58.03	73.71	58.47	67.01	58.67	58.28	74.98	74.58	57.94	58.52	57.77	58.68	68.65	56.57	70.03	57.60	56.24	45.39	57.77	57.74	57.69
14	372	8	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	69.03	58.55	57.79	68.66	67.79	76.41	74.89	58.20	58.01	57.47	76.45	71.05	76.40	57.83	57.87	57.91	55.97	74.38	90.43	56.45	57.31	45.00	76.24	55.96	56.47	56.40
51	372	8	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	73.80	69.47	69.36	58.24	58.43	69.19	74.63	57.83	58.15	57.40	69.03	56.82	75.17	69.85	59.33	74.74	47.62	74.35	75.94	70.70	48.41	56.81	76.71	45.75	44.92	57.18
31	372	8	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	60.03	58.79	58.97	59.87	58.21	76.05	68.00	58.06	69.22	56.29	76.07	58.09	68.40	74.63	57.73	57.79	57.63	75.79	76.74	57.82	57.22	46.95	76.05	56.98	56.86	56.90
46	372	8	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	59.50	58.45	68.72	58.70	59.00	58.03	68.76	57.81	57.66	74.37	69.83	57.36	68.17	69.74	58.65	51.47	57.78	74.57	75.81	76.34	57.01	55.53	46.22	56.24	69.60	56.79
8	372	8	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	73.60	67.11	69.26	58.34	58.89	58.93	74.23	58.50	57.89	58.34	58.49	58.52	74.28	58.81	58.94	74.52	89.57	69.50	57.95	77.07	46.36	56.52	76.21	57.52	75.28	47.34
63	372	8	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	73.42	58.36	68.74	58.03	46.80	76.21	73.39	67.65	75.21	58.03	57.26	69.84	75.00	58.03	58.05	52.36	57.98	74.70	69.55	57.11	58.13	56.51	71.05	43.91	46.54	75.97
12	372	8	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	69.40	58.28	69.40	58.76	69.32	68.92	68.43	57.97	68.26	90.06	75.90	57.43	68.46	57.81	57.98	74.68	67.99	45.92	57.50	76.22	56.12	56.82	75.70	56.76	57.35	58.22
48	372	8	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	73.59	70.66	57.72	59.12	59.88	58.34	67.67	57.85	58.60	69.25	58.16	58.18	75.34	58.04	59.51	67.70	74.64	47.12	76.05	56.17	57.08	57.61	57.39	58.10	75.81	57.82
26	372	8	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	74.27	67.02	68.19	68.87	58.69	69.10	67.67	56.92	57.91	58.60	57.62	68.46	69.06	45.48	58.10	75.61	69.50	57.57	57.53	54.64	90.66	56.34	55.70	55.93	56.27	77.10
11	372	8	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	59.72	58.68	69.13	69.02	59.34	58.20	59.48	59.53	57.81	68.62	57.88	58.25	74.32	69.17	58.62	68.43	90.09	69.84	57.87	74.73	58.68	56.47	75.61	57.44	58.19	57.39
34	372	8	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	73.94	58.51	58.98	59.58	68.38	57.63	67.34	59.60	58.59	68.46	68.73	70.38	68.92	74.68	58.43	75.24	57.98	74.22	58.05	77.51	57.16	56.81	69.10	44.67	58.01	56.11
62	372	8	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	58.71	59.32	58.70	58.54	58.85	58.28	67.88	57.83	68.28	57.68	69.32	68.12	74.75	70.22	58.54	70.18	58.00	57.96	57.41	56.63	57.23	45.24	76.11	56.42	56.96	57.32
39	372	8	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	74.30	68.25	57.97	58.56	57.93	67.78	59.01	57.65	67.76	57.22	57.99	76.28	70.30	47.41	59.61	75.47	70.08	74.43	75.54	57.06	46.55	56.71	75.99	57.81	57.58	57.89
40	372	8	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	73.46	58.34	67.04	59.01	58.88	55.92	73.59	58.67	58.34	58.83	58.61	58.49	68.78	58.82	58.60	75.82	58.04	74.99	69.48	69.12	57.71	57.29	75.21	57.37	57.78	54.66
5	372	8	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	67.34	58.01	58.40	58.02	58.04	75.67	67.59	57.66	58.60	68.51	69.02	70.67	89.91	69.82	46.53	69.94	68.25	67.63	57.26	76.62	56.76	57.03	76.98	70.23	57.93	55.77
44	372	8	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	68.16	58.69	58.31	68.59	58.05	56.20	70.11	58.63	57.83	57.61	76.39	75.64	75.44	49.46	57.64	73.88	69.03	68.78	57.76	75.61	57.43	56.64	74.45	56.96	57.29	45.78
38	372	8	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	60.21	58.70	68.40	58.24	58.94	69.35	73.49	68.73	58.76	58.17	69.69	58.06	58.43	68.27	59.18	69.42	58.81	58.87	58.09	76.17	58.47	57.59	76.03	55.98	57.41	57.27
41	372	8	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	58.16	59.00	59.10	58.91	58.24	76.19	66.18	58.04	67.70	58.06	69.45	59.02	68.90	70.13	58.21	57.93	57.43	74.87	75.82	69.94	57.07	43.73	75.57	57.44	59.44	57.42
6	372	8	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	74.01	59.14	57.66	58.76	59.50	57.46	67.67	67.04	74.92	56.54	69.42	58.28	74.13	73.38	59.06	74.93	57.85	75.03	75.13	70.43	58.46	56.86	57.53	59.09	57.50	57.92
61	372	8	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	68.22	58.52	57.98	59.01	66.92	58.32	68.32	69.30	68.47	67.78	57.75	75.51	74.97	58.54	58.03	75.81	58.94	75.04	76.41	56.79	57.35	57.22	46.39	57.40	46.43	46.28
27	372	8	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	74.83	58.06	67.62	58.14	58.42	69.54	74.29	67.15	75.17	56.67	75.24	68.41	69.05	57.37	58.10	75.04	68.74	68.29	69.67	55.88	56.49	56.27	58.18	56.90	57.95	43.91
42	372	8	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	58.55	58.80	59.01	58.94	58.44	76.47	74.35	67.96	57.43	68.35	57.50	57.59	75.40	57.32	58.41	68.85	59.00	59.68	68.93	70.13	57.02	56.64	56.15	56.82	57.21	57.27
24	372	8	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	73.93	58.61	58.01	75.27	58.08	74.90	73.23	56.68	58.09	75.03	73.79	56.80	74.43	55.28	56.71	56.03	76.41	81.54	55.20	54.52	56.99	55.99	56.75	56.83	56.74	55.50
9	372	8	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	73.82	59.65	74.20	58.13	58.85	55.84	72.81	58.03	57.55	74.90	74.84	75.56	74.39	56.37	58.31	75.55	56.94	75.17	56.80	57.92	59.31	60.22	58.36	56.88	58.19	58.22
21	372	8	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	58.08	58.04	58.54	58.49	72.96	57.10	79.23	56.89	72.14	57.45	74.77	57.50	75.68	57.22	57.57	74.68	56.81	58.11	75.25	56.90	59.15	57.23	56.62	56.59	55.95	57.68
28	372	8	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	73.50	56.89	74.51	57.67	57.82	76.25	74.03	75.48	57.05	75.89	55.88	56.81	84.14	57.49	57.36	59.81	56.66	58.89	55.51	54.90	57.70	57.23	57.33	56.64	57.88	56.51
58	372	8	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	58.76	73.21	59.30	74.80	58.47	50.46	58.50	58.22	58.34	74.18	74.49	49.17	75.13	56.86	74.89	57.78	58.51	57.65	76.61	56.56	58.22	59.83	59.46	57.81	57.63	58.80
72	372	8	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	57.92	58.30	60.36	60.18	58.64	57.50	59.59	58.34	58.38	59.74	50.15	57.38	51.24	58.80	57.49	74.26	57.74	58.87	57.62	56.43	59.42	58.64	57.87	58.88	58.47	58.77
56	372	8	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	72.33	58.48	57.88	59.72	59.01	57.69	73.64	58.06	57.02	59.58	76.50	56.81	75.58	56.77	57.34	56.91	57.41	56.78	55.35	56.20	58.36	57.74	56.90	56.94	57.26	57.82
69	372	8	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	50.23	57.96	58.01	58.82	74.80	49.17	58.57	56.15	80.27	58.03	76.98	53.24	75.03	55.90	57.47	75.86	56.22	56.04	74.83	54.08	59.36	59.23	57.56	56.90	57.99	57.46
70	372	8	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	72.76	57.97	58.96	59.30	49.17	75.51	73.85	56.85	56.08	74.33	57.59	56.81	75.78	57.24	57.42	56.48	55.66	57.83	75.62	54.25	56.93	57.30	59.26	57.17	58.44	57.67
68	372	8	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	60.63	57.90	57.66	59.26	58.63	50.01	58.78	58.26	75.45	57.33	57.50	56.83	50.82	57.09	57.39	79.13	57.85	76.28	57.78	57.51	59.10	58.85	57.73	56.77	57.99	57.49
47	372	8	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	74.10	59.78	58.83	58.71	59.51	57.47	73.67	76.09	58.51	57.80	76.24	58.18	69.50	57.20	58.55	75.18	55.86	57.23	57.10	55.04	57.14	58.72	56.33	57.56	57.09	56.10
3	372	8	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	75.05	75.39	74.42	58.94	58.19	76.16	75.65	57.77	73.79	58.11	69.89	56.67	75.92	57.66	58.33	75.18	56.84	58.44	76.47	54.09	57.25	57.88	76.51	56.92	57.96	57.42
49	372	8	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	73.50	59.49	59.06	58.17	58.98	70.42	73.58	58.27	59.78	58.87	58.09	76.29	75.48	58.00	59.12	57.61	58.00	75.53	57.64	57.32	58.90	57.33	57.32	57.46	57.84	56.92
67	372	8	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	50.58	73.28	49.84	59.14	57.86	56.70	73.87	58.74	58.95	58.55	74.97	70.04	74.34	87.89	57.98	74.91	57.83	57.61	50.00	56.70	49.17	57.36	57.03	56.38	57.78	57.32
37	372	8	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	73.81	74.97	58.52	59.29	58.28	57.81	59.56	58.45	75.11	58.39	57.01	57.75	75.94	57.12	56.69	75.49	57.95	75.63	55.34	57.24	58.89	58.47	58.19	57.36	55.95	56.65
15	372	8	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	74.54	58.39	73.74	58.46	57.49	57.26	74.19	57.60	89.19	59.10	57.50	55.68	75.56	57.86	57.87	90.60	57.11	57.32	55.77	56.04	56.81	58.81	57.77	56.51	57.19	57.04
4	372	8	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	71.29	58.29	74.00	58.37	57.90	57.20	90.75	57.64	74.53	57.47	76.56	57.44	67.44	76.18	58.19	75.48	56.65	75.73	76.36	57.15	56.69	57.82	56.73	56.57	56.83	58.17
43	372	8	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	73.96	57.69	57.91	57.78	49.88	73.56	74.52	58.27	58.40	58.42	57.75	56.63	75.62	57.53	75.03	57.46	56.83	74.41	76.83	55.05	57.28	57.20	56.67	57.56	56.51	57.18
45	372	8	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	59.34	58.35	57.96	58.42	58.44	56.16	74.76	57.65	73.82	74.91	50.00	58.38	75.70	76.53	57.70	75.27	68.82	57.77	56.76	56.30	56.84	56.97	57.35	56.25	57.57	56.49
7	372	8	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	73.75	59.64	72.15	56.97	74.37	55.86	75.28	57.50	76.23	57.89	76.52	68.89	88.68	75.48	57.75	56.91	56.03	75.59	49.98	55.62	57.71	56.32	57.36	57.14	57.30	56.86
54	372	8	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	58.19	58.43	49.95	57.86	59.10	56.81	74.45	57.54	75.15	58.25	75.74	57.44	75.51	56.30	57.41	76.20	56.66	57.90	70.18	70.80	56.63	57.41	57.17	57.79	57.32	58.27
17	372	8	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	59.53	58.98	74.66	58.62	58.50	75.95	74.59	57.43	75.40	57.36	76.24	57.59	75.61	56.43	57.27	76.12	57.11	56.13	56.81	69.22	57.05	58.13	57.35	57.05	56.11	56.96
16	372	8	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	59.14	58.65	74.48	58.62	59.02	56.38	75.40	56.81	57.65	75.18	76.97	56.64	89.00	56.17	55.85	76.10	55.99	76.08	57.33	77.45	57.51	45.60	56.76	57.19	56.26	55.78
65	372	8	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	49.17	88.31	58.14	57.95	58.30	75.41	74.59	57.40	56.89	74.81	76.60	57.85	76.04	56.65	49.17	87.49	49.17	87.33	56.23	55.64	56.36	57.24	56.60	57.61	57.58	57.28
10	372	8	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	73.86	57.81	74.82	58.64	58.35	55.70	74.34	58.17	56.95	57.10	76.01	70.03	76.14	74.98	57.62	76.75	56.70	56.19	76.76	56.17	56.72	56.67	56.67	57.26	57.46	57.06
33	372	8	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	72.96	58.06	58.45	58.49	59.19	90.39	58.17	58.01	58.98	57.90	75.28	57.37	57.98	57.52	58.36	57.39	57.94	76.43	77.71	56.41	58.30	57.07	57.25	57.15	57.72	57.05
13	372	8	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	74.90	59.22	57.98	58.88	74.00	56.79	73.88	57.71	75.54	56.96	75.09	77.37	76.11	57.77	58.74	76.70	56.90	57.00	57.26	56.02	56.98	57.73	57.74	56.45	57.30	56.95
2	372	8	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	74.93	57.87	75.47	58.96	57.75	55.73	89.82	57.32	75.46	74.54	76.19	69.57	75.60	56.88	58.34	76.34	56.81	76.39	76.71	70.59	58.03	57.99	56.60	56.71	57.30	55.77
25	372	8	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	74.13	74.08	74.13	58.54	73.58	74.17	74.74	75.67	56.63	76.73	49.88	55.55	75.28	57.27	56.60	67.51	57.05	57.46	56.55	56.91	56.96	55.97	57.27	57.16	56.52	56.26
1	372	8	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	75.17	58.99	74.62	75.76	58.51	76.71	59.35	57.69	74.46	58.58	57.81	89.19	46.80	58.95	58.16	87.01	56.70	75.57	73.76	76.71	58.24	58.11	57.20	57.33	57.86	57.10
50	372	8	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	73.97	59.25	49.95	75.50	58.40	55.23	74.91	58.10	58.96	75.98	77.08	56.09	75.82	56.91	56.93	57.99	58.35	75.55	77.01	56.42	57.00	57.99	56.91	46.38	57.25	57.17
36	372	8	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	74.35	59.25	73.44	58.33	59.47	58.34	73.86	58.67	57.26	58.04	76.72	56.76	75.48	57.07	57.09	75.57	57.72	75.56	70.04	56.74	46.13	58.42	58.07	56.87	57.66	57.56
19	372	8	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	75.31	57.67	74.79	58.56	74.77	76.10	75.30	57.21	76.05	57.62	75.85	57.43	76.63	56.57	57.29	74.91	56.34	57.93	57.27	53.54	57.85	57.53	57.00	58.15	56.41	57.62
20	372	8	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	74.65	74.42	58.94	49.17	74.31	57.94	74.65	57.69	74.56	74.92	69.03	55.64	75.77	57.21	58.08	83.64	57.51	57.49	76.45	56.79	57.03	57.30	57.78	56.72	56.95	57.24
23	372	8	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	72.83	74.92	59.47	59.59	67.13	57.50	73.73	57.39	75.82	58.49	76.41	57.35	75.32	89.37	57.93	58.48	57.83	57.11	57.04	57.46	45.06	44.17	76.39	56.51	57.38	56.76
30	372	8	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	73.78	58.17	72.82	59.41	74.25	75.60	49.50	57.14	58.54	75.14	57.62	57.12	75.31	57.52	58.40	56.59	57.21	75.83	76.22	57.03	57.49	57.93	58.18	58.27	58.18	57.39
0	372	8	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	74.35	58.77	57.58	60.28	58.97	56.64	75.16	57.55	68.86	89.16	76.47	57.54	87.25	75.88	58.02	76.86	56.19	74.02	69.65	76.49	58.16	59.31	57.32	55.77	57.84	57.33
18	372	8	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	74.27	58.33	59.40	58.39	58.71	57.59	75.88	58.40	74.79	59.12	58.08	76.88	75.66	56.65	58.85	76.56	57.43	76.11	56.90	56.85	57.45	57.57	57.19	56.68	56.13	57.59

Size of the test data:  (75, 34)

Average & Std Deviation of the Significant rows:

	mean	std
mAP_valid_abs_values_13	72.070800	5.333201
mAP_valid_abs_values_7	70.992133	4.199645
mAP_valid_abs_values_16	70.673200	5.498126
mAP_valid_abs_values	69.673333	5.121374
mAP_valid_abs_values_11	69.149333	5.296364
mAP_valid_abs_values_19	68.405733	5.716289
mAP_valid_abs_values_9	68.267200	4.150243
mAP_valid_abs_values_18	68.196133	5.884749
mAP_valid_abs_values_10	67.414667	4.720270
mAP_valid_abs_values_6	67.168933	5.967169
mAP_valid_abs_values_3	66.824933	3.896568
mAP_valid_abs_values_2	66.594400	3.269994
mAP_valid_abs_values_20	66.373467	4.604431
mAP_valid_abs_values_23	66.301467	5.567017
mAP_valid_abs_values_12	66.133600	5.629123
mAP_valid_abs_values_5	65.637600	4.244672
mAP_valid_abs_values_4	65.270400	3.718681
mAP_valid_abs_values_14	65.163467	6.287343
mAP_valid_abs_values_17	64.950133	5.564146
mAP_valid_abs_values_8	64.883467	3.324420
mAP_valid_abs_values_25	64.493200	3.050252
mAP_valid_abs_values_24	64.297600	2.931242
mAP_valid_abs_values_26	64.194800	3.419026
mAP_valid_abs_values_15	63.952800	3.215917
mAP_valid_abs_values_21	63.672133	4.843274
mAP_valid_abs_values_22	63.666133	3.610707

We then apply the hyperparameters to the test set and average the results.

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()




optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)

	mean	std
mAP_test_abs_values_13	72.941200	7.547855
mAP_test_abs_values_7	70.908667	6.931858
mAP_test_abs_values_16	70.086667	9.040762
mAP_test_abs_values	68.778133	7.461642
mAP_test_abs_values_11	67.704667	8.892554
mAP_test_abs_values_18	65.714000	9.802942
mAP_test_abs_values_19	65.617333	9.569849
mAP_test_abs_values_9	65.317867	8.162334
mAP_test_abs_values_6	64.462667	9.196562
mAP_test_abs_values_3	63.447067	7.130720
mAP_test_abs_values_10	63.222400	8.388946
average_map	62.665718	1.349007
mAP_test_abs_values_12	62.621333	8.299597
mAP_test_abs_values_23	62.117600	9.846179
mAP_test_abs_values_20	62.064533	8.468833
mAP_test_abs_values_2	61.670400	6.325572
mAP_test_abs_values_5	61.008533	6.086203
mAP_test_abs_values_14	60.708533	9.551929
mAP_test_abs_values_17	60.081733	7.778304
mAP_test_abs_values_4	59.924133	4.900213
mAP_test_abs_values_8	58.796267	5.151752
mAP_test_abs_values_15	58.256400	3.318651
mAP_test_abs_values_25	57.636267	4.482036
mAP_test_abs_values_26	56.771467	4.646055
mAP_test_abs_values_21	56.700400	5.370874
mAP_test_abs_values_24	56.694800	3.211355
mAP_test_abs_values_22	56.055600	3.949242

Summary:

Code

def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1


res_valid_mwu_8['id'] = res_valid_mwu_8.index.to_series().apply(extract_number)
res_test_mwu_8['id'] = res_test_mwu_8.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_8,res_test_mwu_8])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_8 = res_test_mwu_8.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_8 =  res_valid_mwu_8.reset_index(drop=True)
res_valid_mwu_8.columns = ['valid_score', 'std', 'id']
res_valid_mwu_8 = res_valid_mwu_8[['valid_score', 'id']]

res_test_mwu_8.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_8 = res_test_mwu_8[['test_score', 'id']]


result_merged_mwu_8 = pd.merge(res_valid_mwu_8,res_test_mwu_8,on='id')


result_merged_mwu_8.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_8 = result_merged_mwu_8[['id','valid_score','test_score']]

html_table = result_merged_mwu_8.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

	id	valid_score	test_score
0	13	72.070800	72.941200
1	7	70.992133	70.908667
2	16	70.673200	70.086667
3	1	69.673333	68.778133
4	11	69.149333	67.704667
5	19	68.405733	65.617333
6	9	68.267200	65.317867
7	18	68.196133	65.714000
8	10	67.414667	63.222400
9	6	67.168933	64.462667
10	3	66.824933	63.447067
11	2	66.594400	61.670400
12	20	66.373467	62.064533
13	23	66.301467	62.117600
14	12	66.133600	62.621333
15	5	65.637600	61.008533
16	4	65.270400	59.924133
17	14	65.163467	60.708533
18	17	64.950133	60.081733
19	8	64.883467	58.796267
20	25	64.493200	57.636267
21	24	64.297600	56.694800
22	26	64.194800	56.771467
23	15	63.952800	58.256400
24	21	63.672133	56.700400
25	22	63.666133	56.055600

Code

#%%

layer_vsn = 'v3_layers_40_56'

dt_valid  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")



output_size = 40

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
0	372	40	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	85.42	85.95	87.67	86.83	89.01	87.54	86.67	89.17	87.92	88.16	88.63	90.00	87.32	87.90	87.41	88.81	87.82	87.07	89.07	87.81	86.41	87.81	88.26	88.20	88.21	87.85
1	372	40	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	86.92	89.59	87.98	88.47	88.58	88.46	89.59	89.21	88.42	87.81	89.87	88.25	87.16	87.52	87.46	87.63	87.13	87.93	89.31	87.79	88.85	87.02	88.60	87.06	88.75	87.28
2	372	40	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	86.55	86.49	87.94	87.47	86.07	88.37	87.55	90.06	87.67	89.53	88.46	88.14	87.52	86.59	89.03	88.42	88.61	87.82	87.52	89.10	88.40	88.38	87.04	90.19	89.08	88.30
3	372	40	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	85.88	87.81	88.42	87.30	87.79	88.61	87.93	87.31	88.73	88.10	90.09	89.12	89.84	87.99	87.83	89.07	89.41	89.36	90.18	89.49	87.36	88.88	88.16	87.13	88.04	87.52
8	372	40	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	85.49	85.38	85.82	86.10	87.04	87.88	89.20	88.55	87.53	87.26	87.91	88.00	88.21	88.23	87.73	88.62	86.24	87.18	87.77	88.29	87.93	87.69	85.27	88.92	86.31	88.42
9	372	40	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	87.06	87.17	88.10	88.01	87.20	88.50	88.90	88.91	90.18	86.12	88.25	88.73	88.24	89.27	89.17	86.92	88.10	86.83	89.70	88.01	89.14	87.96	90.99	90.03	87.85	88.38
10	372	40	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	86.40	87.08	86.38	87.16	87.55	88.28	87.78	88.13	90.87	89.94	88.58	88.18	87.23	86.35	87.72	88.19	87.84	89.39	89.40	89.16	89.49	86.20	87.75	88.78	88.75	87.50
11	372	40	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	86.45	86.88	88.32	87.74	87.26	88.37	88.03	86.70	88.97	88.51	89.24	89.49	88.47	42.66	88.11	87.50	87.63	90.22	89.42	89.14	88.30	88.38	88.82	88.60	89.33	88.15
16	372	40	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	85.46	87.05	87.74	87.29	85.77	87.11	89.45	90.40	87.22	88.62	83.38	87.50	86.44	88.10	88.13	87.85	87.43	87.78	88.12	86.15	86.79	87.81	85.25	87.10	86.47	88.38
17	372	40	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	86.46	88.40	86.75	89.19	87.20	88.42	88.92	87.42	86.99	88.18	88.90	90.16	86.95	89.32	88.80	89.59	87.00	87.70	87.25	89.03	87.44	88.12	88.59	87.76	89.18	88.08
18	372	40	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	86.71	86.27	87.52	88.21	88.80	89.86	87.68	89.58	88.59	87.65	88.62	88.00	89.37	88.13	87.73	87.39	89.83	88.11	89.38	89.68	90.60	88.22	90.35	87.30	87.95	88.89
19	372	40	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	88.40	88.49	89.20	88.11	89.01	87.04	88.35	89.04	88.56	88.42	88.98	88.35	88.07	89.13	87.98	88.32	89.24	87.07	89.70	87.93	88.20	90.03	87.57	87.12	88.18	88.49
24	372	40	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	86.52	87.50	87.40	89.72	87.55	88.53	88.01	88.78	87.37	88.98	88.37	88.73	88.80	86.68	88.19	88.29	87.69	87.75	42.66	89.26	88.90	88.41	87.95	87.35	88.62	88.25
25	372	40	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	87.85	88.85	86.62	88.60	86.61	88.28	87.25	88.26	88.89	88.81	89.20	89.80	88.49	87.49	89.02	88.23	88.84	88.30	89.02	88.30	87.32	88.87	88.19	88.51	88.15	88.79
26	372	40	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	87.66	88.43	86.87	88.46	87.99	88.47	90.03	87.10	88.52	90.49	89.71	87.34	87.31	87.60	86.60	88.53	87.36	88.95	87.52	86.89	88.43	89.07	87.86	85.38	88.69	87.87
27	372	40	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	88.78	87.95	88.78	88.42	88.94	87.92	87.85	87.31	89.49	88.18	89.36	87.90	87.69	89.60	89.54	89.32	86.28	86.85	88.52	92.71	90.53	88.78	89.07	88.08	88.43	87.29
32	372	40	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	87.68	87.70	88.73	88.89	86.07	87.04	88.03	87.00	89.65	89.15	88.15	88.73	89.31	88.71	89.10	90.51	88.84	87.83	86.97	86.95	89.68	87.39	86.76	89.45	88.42	87.24
33	372	40	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	87.54	86.47	88.26	87.65	87.98	88.66	88.28	87.62	86.63	88.26	88.52	88.40	86.79	88.91	88.86	90.25	88.59	89.12	88.05	88.56	87.99	88.29	88.91	88.49	88.57	88.60
34	372	40	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	85.90	87.74	89.92	88.69	87.62	88.83	88.75	88.89	88.10	88.41	88.25	87.76	87.46	89.46	88.72	88.48	88.74	90.16	88.96	87.68	88.58	88.64	87.22	88.13	86.65	88.07
35	372	40	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	85.91	86.73	87.78	86.71	88.38	87.88	87.67	88.84	88.95	88.83	87.76	90.85	88.77	88.08	87.47	88.66	88.38	89.15	88.88	88.31	89.60	88.45	90.29	90.36	88.76	89.37
40	372	40	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	85.78	87.41	86.35	89.50	88.43	86.79	86.95	88.95	87.85	88.84	88.39	89.51	86.00	88.91	88.11	86.71	88.85	88.76	88.83	88.23	87.88	88.20	87.14	87.43	86.96	88.24
41	372	40	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	87.50	88.26	88.42	87.53	87.13	88.25	89.48	89.81	89.11	88.26	89.24	88.48	88.11	89.86	87.99	88.62	87.63	88.44	88.71	89.82	87.74	87.59	89.03	87.25	88.83	88.06
42	372	40	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	84.40	87.80	84.13	86.96	85.68	88.36	87.71	87.93	88.50	88.15	89.61	88.31	87.66	88.92	86.21	88.76	88.88	88.32	88.16	87.79	87.09	87.65	88.13	90.28	89.89	87.41
43	372	40	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	84.48	86.87	88.10	88.97	85.91	88.93	89.71	89.34	89.82	87.55	88.16	86.77	82.61	88.05	87.51	90.22	87.44	88.94	87.52	88.14	88.47	88.25	88.54	87.50	88.42	88.49
48	372	40	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	86.83	87.49	87.76	88.60	85.27	87.51	85.41	86.92	87.51	88.25	87.85	87.26	87.74	89.56	87.46	87.48	88.49	87.46	87.80	90.53	87.89	89.01	87.00	87.42	87.73	89.02
49	372	40	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	87.11	88.96	86.29	89.04	87.61	87.61	87.62	88.84	90.12	88.33	90.00	88.21	87.78	89.47	88.72	89.10	88.90	88.20	88.95	87.64	86.68	87.01	86.82	87.74	88.25	88.50
50	372	40	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	86.09	89.22	88.21	88.83	87.78	88.38	88.80	90.69	88.28	89.53	88.11	88.99	88.73	87.89	88.30	89.30	89.03	89.31	87.68	88.79	88.72	88.37	88.21	88.87	89.07	87.75
51	372	40	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	87.77	88.63	87.45	87.62	88.34	89.55	88.38	87.73	87.48	89.47	88.32	88.25	86.91	88.46	89.10	89.80	89.07	88.99	88.35	89.70	88.03	89.55	87.99	89.44	88.50	87.60
56	372	40	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	86.94	84.10	88.15	88.76	86.91	88.38	87.02	88.23	88.96	88.27	89.23	89.99	87.89	89.09	89.92	90.19	88.10	89.29	87.99	89.74	87.25	88.58	86.35	88.88	88.65	87.99
57	372	40	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	86.08	86.90	86.41	89.48	88.79	89.33	87.73	88.04	89.27	88.64	89.68	88.47	88.00	87.90	87.93	87.53	88.78	86.93	87.62	89.54	88.80	89.43	87.86	88.46	88.73	87.81
58	372	40	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	87.85	88.17	87.28	88.04	87.51	89.03	87.52	86.78	86.90	86.67	88.69	91.25	89.00	88.88	87.68	89.34	87.03	88.16	89.00	88.24	88.20	88.98	90.68	86.85	88.43	89.46
59	372	40	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	87.93	87.47	86.90	88.24	88.96	86.76	89.26	88.30	89.88	87.02	88.48	88.13	88.33	89.42	88.02	90.42	89.67	89.02	89.21	88.37	88.74	89.16	89.82	87.87	88.96	87.60
64	372	40	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	88.44	85.36	87.04	85.54	86.04	88.76	89.19	87.66	74.73	86.35	89.10	91.44	89.25	88.37	89.34	88.28	88.23	87.14	88.02	87.73	87.38	87.41	87.55	88.37	89.58	89.54
65	372	40	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	85.77	88.46	88.08	88.43	87.35	88.79	88.94	87.75	88.04	87.85	89.18	88.47	88.52	88.65	87.50	89.49	87.61	88.54	88.55	89.35	89.84	89.29	88.10	88.33	89.62	89.18
66	372	40	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	87.40	85.23	89.04	88.08	86.07	88.18	87.52	88.38	89.08	88.56	87.58	88.47	88.80	87.89	87.16	89.29	89.39	89.46	89.10	87.68	88.71	89.24	88.36	87.64	89.36	87.68
67	372	40	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	88.00	86.93	87.12	87.71	88.00	87.17	88.46	88.15	88.07	87.71	88.51	87.84	88.10	88.93	89.48	87.99	88.73	87.79	88.87	89.94	88.88	87.85	85.64	88.44	90.74	87.26
72	372	40	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	86.76	87.19	86.18	87.12	86.53	86.49	86.80	87.83	88.30	88.11	88.95	87.03	86.21	87.12	86.75	87.64	87.83	88.04	88.70	89.23	88.83	86.82	88.61	87.54	88.26	87.45
73	372	40	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	86.69	87.93	85.33	88.54	87.91	88.11	87.68	89.68	86.98	89.38	88.45	89.09	87.18	87.56	90.86	89.50	88.23	87.42	87.20	86.23	87.22	89.22	87.71	89.16	86.92	88.54
74	372	40	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	87.06	88.53	87.05	88.15	88.61	88.97	87.39	89.85	87.71	88.05	88.36	88.21	89.36	86.89	89.59	89.96	87.19	88.18	88.60	86.34	88.99	87.26	88.04	88.43	89.29	90.64
75	372	40	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	84.95	89.31	88.16	87.89	89.32	89.45	88.45	88.87	89.79	89.27	89.68	89.67	88.66	89.39	88.39	88.73	88.49	88.78	87.67	88.79	87.80	88.45	88.07	87.53	88.74	88.37
80	372	40	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	86.00	87.55	86.91	87.12	88.38	88.23	85.31	86.89	88.08	88.03	87.12	89.36	88.61	88.46	88.54	89.54	89.54	87.62	88.37	89.07	87.46	88.90	89.08	87.61	89.31	87.02
81	372	40	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	87.26	89.50	86.91	87.73	88.27	88.58	89.44	88.56	89.85	88.82	88.66	88.86	88.16	88.18	88.40	89.41	87.05	88.29	88.14	88.72	90.10	87.28	88.09	87.36	88.70	90.08
82	372	40	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	87.87	86.36	87.07	88.36	89.03	89.32	90.00	88.18	89.73	88.27	87.69	87.84	87.53	87.19	88.53	90.44	89.21	89.06	88.03	89.66	86.63	87.52	88.45	90.00	88.51	89.84
83	372	40	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	86.59	87.18	87.85	88.35	89.83	88.45	89.02	88.18	88.40	89.05	87.80	89.22	87.74	89.07	89.61	89.39	89.38	88.38	88.27	89.65	88.48	89.41	89.29	88.95	87.39	87.59
88	372	40	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	87.14	87.90	86.25	88.17	87.39	88.17	87.56	88.62	88.55	87.92	88.25	88.05	86.37	88.78	87.13	89.30	89.02	89.12	88.13	87.74	88.59	86.12	86.61	88.11	86.45	88.11
89	372	40	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	86.16	88.59	87.73	87.73	88.93	88.17	88.07	88.84	88.79	89.41	89.25	88.44	87.97	87.30	87.92	89.57	89.64	88.28	88.99	88.31	88.12	87.86	87.91	89.04	87.72	88.85
90	372	40	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	84.72	87.49	88.31	88.41	89.02	87.66	88.24	90.56	87.75	88.09	88.98	89.17	88.50	87.99	88.66	88.78	88.67	90.02	88.25	89.57	89.57	88.76	88.56	89.66	87.91	87.95
91	372	40	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	87.86	88.45	87.72	89.62	89.27	90.27	88.49	89.51	87.52	89.33	88.89	89.11	87.89	87.70	89.15	89.45	89.28	89.73	88.62	88.81	88.55	89.04	88.38	88.86	89.76	88.44
96	372	40	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	85.95	85.69	87.97	87.17	87.60	86.90	89.03	88.57	88.22	87.65	88.39	90.35	87.93	88.68	89.14	89.35	87.08	89.36	90.55	86.89	88.32	87.96	90.14	87.92	88.43	88.89
97	372	40	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	86.81	88.91	88.02	88.60	89.29	88.20	89.13	88.25	89.18	89.55	88.39	87.54	87.93	87.82	88.49	87.95	89.13	89.08	89.73	89.75	88.98	88.75	87.29	88.50	88.68	88.26
98	372	40	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	86.92	88.30	87.77	88.00	87.97	87.15	88.55	88.35	88.87	88.73	88.40	89.66	88.16	87.50	88.36	89.41	88.63	88.23	89.42	88.48	89.19	87.91	88.94	88.49	89.41	88.34
99	372	40	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	86.93	87.43	89.20	88.47	89.01	87.85	87.63	88.35	87.90	88.76	87.80	88.11	88.69	88.90	90.57	89.50	87.87	87.95	88.60	88.92	88.79	89.64	87.03	88.63	89.25	87.81
104	372	40	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	86.92	86.88	88.66	88.67	87.81	87.91	87.55	87.63	88.07	87.20	88.25	89.15	87.04	87.73	86.72	89.46	87.94	88.08	87.84	89.56	88.43	88.96	87.99	88.14	87.57	88.84
105	372	40	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	85.89	87.16	87.58	88.92	88.62	87.96	88.09	87.83	88.46	87.90	89.07	89.41	88.14	87.58	89.22	89.94	87.91	89.82	90.11	88.25	87.82	87.05	89.02	87.94	88.65	88.34
106	372	40	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	87.30	88.30	87.87	89.35	89.27	88.62	88.79	88.90	89.98	88.20	87.37	89.66	88.92	88.88	89.21	88.54	87.30	90.13	88.81	88.55	91.16	89.15	88.86	88.40	88.71	88.12
107	372	40	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	87.18	87.92	87.62	89.18	87.95	89.42	88.56	88.43	88.65	89.19	89.18	89.24	88.88	88.53	89.91	87.35	87.56	88.82	86.97	88.00	88.41	88.47	88.79	88.55	88.51	86.18
112	372	40	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	86.59	86.86	87.29	86.47	88.18	87.72	88.97	86.93	89.96	88.76	88.27	87.59	86.84	87.95	87.33	88.60	88.69	88.18	88.67	88.56	88.26	87.43	89.73	87.50	88.04	90.37
113	372	40	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	87.05	87.11	87.91	87.89	87.69	88.66	89.19	86.98	89.07	88.29	89.02	88.94	88.14	88.46	88.39	88.11	88.33	87.49	89.13	89.71	87.40	88.87	87.26	88.00	87.92	88.16
114	372	40	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	88.10	87.05	88.42	88.87	87.60	87.93	87.72	88.61	88.44	87.04	89.19	90.03	88.07	88.39	88.18	89.00	86.41	88.38	87.52	90.24	88.27	89.48	87.80	87.92	89.73	89.00
115	372	40	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	86.11	87.17	88.67	87.67	87.61	89.93	88.09	88.80	88.45	85.77	88.64	89.62	89.47	88.53	88.82	88.75	87.71	88.47	89.91	90.34	88.71	89.10	86.97	88.68	88.76	88.89
120	372	40	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	87.34	87.72	86.36	87.41	86.68	88.36	87.16	87.19	88.27	86.97	88.05	88.17	88.58	87.62	88.69	88.12	87.98	87.43	89.95	89.58	87.90	87.77	88.54	88.48	87.32	86.02
121	372	40	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	86.53	89.97	88.89	88.90	87.74	87.90	88.63	88.79	88.35	87.96	89.23	89.49	88.27	88.31	90.62	88.05	89.26	91.24	89.96	87.49	89.08	88.39	88.26	89.57	88.74	90.08
122	372	40	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	87.16	89.27	87.41	87.09	88.25	89.15	87.53	89.32	87.06	88.13	87.74	87.83	88.29	89.00	88.91	88.37	88.86	88.22	88.99	89.85	87.83	86.76	89.29	87.67	88.25	87.86
123	372	40	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	87.00	89.63	86.58	87.95	86.91	89.54	88.73	88.84	88.38	88.74	88.42	87.80	89.83	87.20	88.36	88.66	87.85	89.88	88.77	88.90	88.10	88.19	89.18	87.83	87.85	87.95
128	372	40	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	86.14	87.60	85.19	86.55	88.00	87.99	86.93	89.28	88.65	87.85	88.01	89.98	88.75	86.41	87.93	88.25	88.41	89.46	88.58	91.11	86.97	88.07	87.69	87.58	88.35	88.23
129	372	40	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	86.46	88.45	88.23	89.05	87.85	87.14	87.79	87.29	88.77	86.57	87.67	89.04	87.78	89.35	88.95	87.82	88.55	90.06	88.20	87.90	88.95	86.68	88.69	89.11	89.00	88.20
130	372	40	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	88.25	87.37	87.26	88.53	87.68	89.65	87.78	89.14	87.99	88.12	89.27	87.78	88.52	87.40	88.54	88.23	90.02	88.68	89.13	88.35	89.40	89.01	90.15	88.13	89.23	87.89
131	372	40	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	86.57	89.39	87.90	88.04	88.73	88.65	86.81	89.74	88.04	88.70	89.42	88.68	87.19	90.25	88.90	88.76	88.54	87.62	88.38	88.24	88.20	88.41	88.57	90.45	88.77	88.90
136	372	40	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	86.22	88.43	86.71	88.35	87.75	88.37	88.54	90.60	86.96	89.09	87.96	87.74	86.94	89.60	88.69	89.87	87.96	87.31	87.74	88.89	88.39	87.76	88.63	88.44	87.57	88.41
137	372	40	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	87.33	87.70	87.29	88.35	87.21	89.17	87.29	88.32	87.86	88.31	88.56	89.93	88.99	88.27	88.00	90.44	87.48	89.70	88.24	88.05	87.06	90.87	88.12	87.40	89.49	88.72
138	372	40	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	87.16	88.00	89.24	88.02	87.56	88.50	87.19	88.10	89.97	86.21	86.84	87.32	86.32	88.35	88.13	88.92	88.19	89.02	89.44	88.68	88.97	88.64	88.86	86.95	87.83	86.96
139	372	40	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	87.26	88.00	87.29	87.52	86.65	88.25	86.47	86.64	88.42	88.47	89.32	87.41	88.40	87.06	88.85	87.32	86.90	88.16	87.96	89.48	88.84	88.40	87.48	88.49	88.11	88.10
144	372	40	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	90.06	90.07	90.18	90.04	88.42	89.47	88.74	90.68	88.49	90.59	89.80	90.52	89.53	89.83	88.81	90.43	88.59	89.34	90.57	90.51	87.96	91.03	89.90	88.45	89.61	87.62
145	372	40	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	90.10	87.50	90.13	89.40	90.21	90.58	89.49	88.87	90.33	88.59	90.56	90.69	90.37	88.62	88.73	90.10	89.22	88.92	90.90	90.43	89.97	91.53	90.82	88.55	90.76	89.22
146	372	40	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	89.19	89.30	89.44	89.08	89.73	90.86	89.31	89.26	88.81	89.04	89.18	90.49	90.75	89.80	88.83	89.08	89.80	89.67	91.04	91.44	90.81	89.47	90.18	91.02	89.85	88.38
147	372	40	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	90.47	90.21	88.87	89.96	89.10	89.82	89.67	88.94	89.65	89.48	89.88	89.74	90.26	90.03	89.13	89.43	90.64	90.00	90.31	91.02	90.89	91.05	91.00	90.28	90.62	89.35
152	372	40	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	90.02	89.41	89.10	89.07	89.31	90.15	90.71	89.78	88.56	89.26	91.21	90.44	90.43	90.69	89.45	89.49	89.83	91.00	89.65	90.09	88.80	91.21	89.90	89.51	88.84	89.68
153	372	40	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	89.13	89.88	90.33	88.80	89.65	90.95	89.74	88.69	88.97	89.09	90.16	91.55	89.73	89.65	90.06	89.86	88.68	88.94	89.64	89.55	89.67	91.68	89.13	88.71	91.21	89.78
154	372	40	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	89.10	88.44	88.51	90.12	89.37	89.25	90.10	89.30	89.25	89.38	91.20	90.95	89.55	88.94	90.09	89.28	88.04	90.21	90.84	90.31	89.10	90.82	89.12	88.07	90.02	89.91
155	372	40	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	91.21	90.22	90.02	89.64	89.84	90.47	89.05	91.03	89.41	90.61	90.27	90.19	90.33	90.89	90.71	89.71	88.68	89.31	90.86	90.95	90.20	91.18	89.13	89.96	90.47	87.96
160	372	40	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	90.91	89.84	89.10	90.27	89.84	89.09	90.32	89.61	89.70	89.57	90.72	90.17	90.21	89.06	88.71	90.08	89.79	88.89	89.69	89.89	90.32	90.05	88.03	89.45	90.38	87.63
161	372	40	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	89.61	89.70	90.45	89.70	88.65	89.71	88.47	88.61	89.88	89.64	89.97	91.35	91.13	88.99	88.89	91.24	89.12	90.09	90.31	90.27	89.65	91.25	88.06	90.37	90.42	89.47
162	372	40	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	89.49	90.88	90.33	90.95	89.76	90.16	89.48	91.25	89.49	89.33	91.27	91.16	89.58	89.29	89.38	90.53	89.92	88.76	90.07	89.92	89.41	91.16	87.73	90.41	90.30	90.43
163	372	40	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	90.11	91.08	89.31	89.86	88.47	90.61	90.00	90.38	88.72	89.41	90.74	90.69	88.69	90.44	89.24	90.19	89.69	91.31	89.93	90.50	89.29	90.00	88.56	89.84	90.83	90.13
168	372	40	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	89.23	89.43	90.52	88.89	87.51	89.62	89.78	88.50	90.42	89.59	89.89	90.03	90.13	89.31	89.54	89.62	89.06	90.00	89.85	89.81	89.23	89.36	89.50	89.64	90.55	89.50
169	372	40	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	87.98	88.89	88.52	89.51	89.18	89.63	89.63	90.80	90.25	89.03	88.85	89.44	90.30	88.95	89.75	90.41	90.43	89.27	89.90	90.83	89.88	89.23	88.49	90.84	88.16	88.98
170	372	40	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	90.32	89.40	88.88	90.50	91.32	88.58	90.70	89.48	90.04	88.53	90.78	89.58	88.83	89.72	89.37	91.09	89.46	88.68	90.00	89.89	89.00	89.44	89.00	88.99	88.86	88.54
171	372	40	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	87.67	89.72	90.21	90.86	89.29	90.82	89.59	90.20	90.78	89.34	89.23	90.19	90.18	89.94	89.53	90.84	88.89	90.03	89.02	89.55	89.98	87.91	87.70	89.92	89.28	88.86
176	372	40	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	88.96	89.07	89.20	89.47	88.68	89.58	88.10	89.42	88.54	90.19	90.65	90.01	90.73	89.60	88.84	90.02	90.46	89.10	89.37	90.77	88.36	91.04	88.74	89.97	86.93	86.89
177	372	40	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	89.32	90.41	89.70	89.57	89.35	89.75	89.47	89.60	87.44	90.03	89.65	89.85	90.16	89.52	88.76	88.74	89.55	90.01	89.85	90.43	90.29	90.29	88.14	88.21	89.16	89.81
178	372	40	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	90.42	89.63	89.10	89.63	88.99	89.71	90.01	89.47	90.02	90.44	89.49	89.59	90.73	89.11	89.72	90.15	88.44	89.94	89.92	90.26	88.38	91.74	89.39	90.00	87.86	88.98
179	372	40	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	88.38	89.59	89.74	89.56	89.55	89.67	89.89	90.15	88.66	90.38	90.82	89.73	90.82	89.29	89.11	89.91	90.03	90.02	90.55	90.16	88.50	89.93	88.77	88.34	91.15	89.23
184	372	40	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	87.63	89.49	88.76	89.26	90.40	90.69	89.63	89.87	89.09	89.09	90.38	90.20	90.05	89.39	89.09	89.63	89.51	89.88	90.67	90.60	88.11	91.28	89.22	89.57	89.25	90.64
185	372	40	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	90.57	90.34	89.23	89.10	87.70	89.34	89.61	88.55	88.60	90.14	90.67	89.57	89.41	88.59	89.81	89.10	90.06	89.95	89.84	90.29	90.45	90.62	87.97	88.67	90.19	90.39
186	372	40	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	89.17	90.18	89.27	90.74	89.55	90.33	89.64	90.51	87.87	89.43	91.22	90.34	90.55	89.04	89.64	89.61	89.23	89.65	90.47	90.43	89.56	90.77	89.71	89.95	89.45	90.43
187	372	40	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	89.24	89.11	89.43	89.68	88.33	90.35	89.87	89.26	90.47	88.84	89.57	89.36	88.93	90.14	89.83	90.56	88.44	89.06	91.64	90.16	88.30	88.89	89.05	89.57	89.92	89.85
192	372	40	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	87.95	89.63	88.59	90.66	88.29	91.04	89.33	90.31	89.17	89.49	89.09	89.29	88.61	88.94	89.04	90.56	89.21	90.10	89.19	89.06	87.41	88.07	87.52	89.00	87.78	87.76
193	372	40	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	88.05	88.84	88.77	89.94	88.12	90.54	87.72	89.43	87.93	89.25	88.87	89.66	88.53	89.85	90.66	88.74	89.44	90.04	89.56	89.57	87.77	88.83	88.21	88.06	88.44	88.27
194	372	40	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	88.64	87.54	90.64	89.87	88.70	88.86	89.21	88.90	89.47	89.47	90.08	89.10	88.18	89.12	88.60	88.90	89.88	90.66	89.85	90.19	88.41	89.90	90.58	89.24	89.97	88.32
195	372	40	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	88.54	88.49	88.25	89.42	89.90	89.09	89.71	88.71	88.27	88.55	89.46	89.28	88.14	89.63	89.82	87.84	89.65	89.23	89.54	90.62	88.81	90.38	87.34	88.04	90.59	89.54
200	372	40	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	88.82	88.52	88.29	88.99	88.57	89.19	87.96	88.99	89.09	89.20	88.66	89.57	89.94	88.83	88.56	89.24	89.10	90.16	89.03	89.13	87.91	89.96	88.38	88.11	90.85	88.53
201	372	40	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	88.72	89.04	87.96	89.20	89.65	90.88	88.41	89.46	88.47	88.66	89.08	89.55	89.46	88.08	88.75	89.15	89.25	88.73	88.80	90.25	90.15	88.12	88.71	87.76	90.74	88.63
202	372	40	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	88.85	90.44	88.58	87.27	88.26	90.05	87.70	89.24	89.07	90.19	89.30	89.57	89.20	87.37	88.36	88.99	88.53	89.00	90.00	89.19	87.88	88.48	86.47	89.10	89.08	88.93
203	372	40	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	86.64	89.45	87.65	88.78	87.94	88.88	89.83	89.60	88.58	88.25	89.03	89.04	90.07	88.22	90.36	88.98	88.62	89.71	90.95	89.61	89.69	88.79	87.37	87.73	89.10	88.91
208	372	40	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	87.68	89.00	89.04	88.53	87.15	89.29	87.68	90.10	88.87	89.41	88.84	90.44	89.71	88.88	89.45	90.09	89.51	89.41	88.67	89.03	90.06	88.76	87.64	88.26	87.89	88.53
209	372	40	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	88.61	88.87	89.92	88.94	88.52	89.37	88.43	88.52	88.93	88.42	90.02	89.96	89.78	87.70	89.69	89.09	89.06	88.59	90.16	90.15	89.08	89.20	88.47	88.85	88.48	88.75
210	372	40	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	89.43	89.41	88.33	88.12	88.67	88.67	88.45	89.93	89.47	88.09	89.88	90.08	89.67	89.04	88.89	89.71	90.27	89.41	90.87	88.87	89.30	90.16	88.72	89.20	86.89	89.90
211	372	40	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	87.78	87.76	88.21	88.92	88.18	89.09	88.92	88.66	89.28	90.05	90.12	90.37	88.35	89.34	90.13	89.75	89.19	89.40	88.18	90.82	87.49	89.35	87.46	88.20	88.16	87.96
216	372	40	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	88.88	89.23	87.45	89.44	90.66	90.24	89.17	89.97	89.20	89.48	90.56	90.81	90.46	88.70	89.12	90.36	89.67	90.41	90.11	92.22	88.45	90.42	90.14	88.66	89.89	89.35
217	372	40	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	88.34	89.67	90.17	91.26	90.25	90.10	89.68	89.47	89.56	89.87	90.10	90.69	90.00	88.73	89.33	90.46	89.09	89.41	90.49	90.55	90.24	87.95	90.84	88.89	89.77	90.16
218	372	40	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	88.41	89.16	90.93	89.75	89.06	89.66	91.47	89.91	89.69	89.36	88.42	90.19	89.99	87.77	89.63	89.44	88.76	89.64	91.01	89.83	90.68	89.75	88.82	90.17	88.48	88.57
219	372	40	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	89.73	89.74	88.87	90.61	90.13	89.19	88.65	90.07	88.93	89.37	89.78	90.14	89.00	89.94	89.66	90.17	89.29	88.89	91.28	92.30	89.19	89.68	90.72	89.22	89.85	90.03
224	372	40	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	89.36	89.56	89.41	89.81	88.94	89.71	90.87	90.32	89.08	90.04	91.41	90.94	91.77	88.50	89.98	90.62	87.84	89.98	89.90	90.77	89.52	89.77	89.59	89.10	89.52	90.88
225	372	40	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	89.37	91.06	89.17	89.93	88.50	90.06	90.09	88.22	90.33	88.49	91.12	91.05	90.04	90.16	89.93	89.27	89.05	89.52	90.73	91.90	89.36	89.95	90.23	88.58	89.32	87.56
226	372	40	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	90.16	89.94	89.57	89.18	90.29	90.11	89.35	89.05	89.87	89.65	91.32	90.63	89.47	89.52	90.18	90.82	89.94	88.15	90.01	90.93	89.41	90.38	90.18	89.82	89.58	90.57
227	372	40	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	88.23	90.09	89.04	89.44	89.22	90.09	90.04	89.91	89.69	89.73	90.36	89.38	90.59	89.16	89.04	89.27	89.12	88.55	89.50	90.53	89.93	89.68	88.54	88.84	89.95	88.92
232	372	40	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	90.27	89.97	89.47	90.44	89.67	89.07	90.54	88.52	90.24	89.20	88.54	89.99	91.06	90.35	89.08	89.48	91.37	90.44	91.05	89.65	90.95	89.72	89.04	88.73	87.78	89.89
233	372	40	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	88.84	89.59	89.25	89.82	89.57	89.89	89.45	90.33	90.15	89.57	89.16	89.83	90.22	89.33	88.97	89.60	89.96	90.02	91.19	91.24	88.90	89.24	89.82	89.85	91.03	91.05
234	372	40	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	88.70	90.11	88.81	90.14	88.32	89.53	89.22	90.35	89.38	88.84	88.56	91.61	91.88	90.84	90.22	90.84	90.50	89.24	90.47	90.87	90.88	90.87	89.55	89.41	89.51	90.41
235	372	40	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	89.10	89.76	90.05	88.93	89.19	89.92	88.48	89.74	89.82	90.60	90.13	91.02	91.46	89.80	88.94	89.76	89.17	89.86	90.27	90.87	90.68	91.14	88.90	90.79	90.13	89.93
240	372	40	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	90.20	89.55	90.34	89.62	88.98	88.70	90.75	90.58	90.70	88.58	90.56	90.90	90.05	89.50	89.91	89.48	87.72	89.37	89.80	91.54	90.18	89.93	88.31	88.37	89.35	89.26
241	372	40	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	88.28	89.75	89.38	89.79	90.21	90.46	90.53	90.95	88.94	89.17	90.13	90.73	88.58	90.24	90.24	90.89	89.77	90.42	90.73	89.29	89.62	90.61	88.63	88.06	89.16	88.64
242	372	40	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	89.33	89.62	89.70	89.50	88.55	89.49	89.63	90.12	88.10	89.52	89.75	89.11	90.12	88.93	89.15	90.50	89.55	89.11	88.83	89.71	89.12	90.96	87.82	88.73	89.97	90.12
243	372	40	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	89.36	89.31	88.88	89.74	88.86	90.20	90.44	90.16	89.20	88.30	90.42	89.71	88.32	89.17	88.63	90.15	90.23	90.73	89.64	90.66	89.49	89.96	87.07	88.69	89.02	88.43
248	372	40	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	90.43	88.93	90.84	89.19	89.80	91.55	89.04	89.43	89.58	89.35	90.72	91.32	90.14	90.05	89.52	89.42	89.29	90.45	90.07	89.26	91.46	90.69	87.77	90.06	89.78	89.43
249	372	40	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	87.11	90.30	89.36	88.78	88.56	90.36	90.65	90.70	90.09	90.22	90.34	90.46	89.91	90.29	90.49	90.41	88.44	89.49	89.74	90.71	88.29	90.91	88.19	91.46	90.66	88.45
250	372	40	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	90.03	88.68	90.42	90.12	89.05	90.03	88.99	88.54	89.74	89.34	91.81	90.14	89.19	89.24	90.83	90.33	89.07	90.21	90.42	89.92	89.30	90.35	89.85	87.74	89.47	87.42
251	372	40	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	89.81	90.95	89.18	89.08	88.91	91.11	89.39	90.31	90.03	88.86	90.79	91.34	89.62	90.73	89.77	89.74	90.78	88.94	90.62	89.54	89.12	89.39	87.57	89.08	89.84	89.02
256	372	40	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	88.57	89.24	88.94	89.50	90.37	89.23	89.50	89.46	90.56	89.08	91.73	90.75	91.73	89.13	90.65	90.01	88.98	88.18	89.71	90.50	89.88	89.80	89.09	88.81	89.86	89.86
257	372	40	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	90.28	89.60	89.77	90.35	89.37	90.33	89.24	90.07	88.98	89.91	90.28	90.29	89.81	89.57	90.17	89.19	90.57	89.78	89.10	90.51	89.72	89.37	88.24	91.14	89.80	90.11
258	372	40	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	87.90	89.97	89.99	89.10	89.19	88.75	90.74	90.34	89.54	90.02	90.00	91.44	89.22	89.89	90.12	89.28	91.03	90.45	91.70	89.53	88.42	89.76	89.16	90.42	90.45	88.79
259	372	40	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	88.35	89.95	88.00	89.95	89.26	89.69	91.08	89.26	89.14	88.21	89.53	88.89	90.05	91.58	88.98	90.47	90.46	89.87	89.90	88.98	88.29	90.07	88.99	89.03	89.67	90.21
264	372	40	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	88.10	90.92	88.98	87.39	89.04	89.96	88.84	88.50	89.28	88.67	89.36	89.21	87.96	88.87	88.31	87.78	90.86	88.95	90.26	88.96	88.10	90.14	88.99	88.95	88.33	87.20
265	372	40	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	89.49	89.35	87.08	89.47	89.01	89.41	88.70	90.27	89.13	89.27	90.88	89.83	89.27	89.66	89.28	89.29	89.93	90.07	90.33	90.04	89.67	88.86	88.87	88.56	88.48	90.30
266	372	40	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	87.31	90.79	87.90	90.05	89.19	89.35	88.48	89.66	89.64	89.52	89.80	88.50	88.02	89.68	88.78	89.15	88.70	88.96	90.10	89.04	89.11	88.68	88.82	88.52	89.57	88.11
267	372	40	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	89.01	89.33	87.32	90.27	89.29	89.34	89.13	90.20	89.26	88.43	89.90	89.52	89.29	89.51	89.78	88.86	89.32	89.07	89.78	89.59	90.05	90.08	87.58	87.80	89.15	89.44
272	372	40	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	89.59	89.53	89.17	88.13	88.49	89.32	86.93	89.10	90.38	89.45	89.17	91.02	89.10	88.84	88.66	87.25	90.34	90.33	89.84	89.57	89.16	89.44	88.81	88.04	87.89	88.66
273	372	40	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	89.21	88.07	89.10	89.11	88.46	89.10	88.93	90.23	89.80	88.57	89.58	89.66	89.30	88.25	88.80	90.01	89.19	90.22	89.77	88.93	89.01	89.30	87.68	88.91	89.13	87.93
274	372	40	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	88.57	89.39	89.52	89.97	90.00	90.09	88.86	89.40	89.48	89.73	90.53	90.30	88.99	89.83	88.21	88.83	89.52	88.95	90.30	89.56	87.59	90.04	88.62	88.42	88.66	87.47
275	372	40	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	90.44	89.36	88.82	89.22	87.67	89.59	88.32	88.75	88.82	90.66	89.74	89.83	89.30	88.43	89.19	89.26	90.92	90.05	90.76	89.40	88.51	88.37	88.89	87.76	89.96	88.82
280	372	40	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	86.58	88.83	86.04	87.18	87.86	89.11	89.63	88.81	88.61	89.92	89.53	89.09	89.13	87.74	89.38	88.62	89.53	89.50	88.95	89.08	87.44	89.68	86.99	87.94	88.03	89.47
281	372	40	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	87.25	88.75	88.17	89.65	88.13	89.21	87.99	90.97	87.22	88.87	89.54	89.58	89.44	88.38	90.05	89.81	89.05	88.80	88.55	89.76	87.50	87.67	88.50	87.70	89.19	87.40
282	372	40	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	89.17	88.33	89.31	90.43	89.30	89.62	88.37	89.80	89.14	89.22	89.43	88.13	87.07	89.95	88.99	89.08	88.79	89.73	90.80	90.17	89.01	88.93	87.26	88.74	88.81	86.82
283	372	40	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	88.68	89.55	88.86	88.42	89.79	87.86	88.06	89.56	88.53	89.10	89.00	89.97	88.92	90.13	89.08	88.94	89.10	89.31	90.01	89.07	88.25	88.31	88.33	88.73	89.61	88.76

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
0	372	40	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	93.43	91.50	93.48	91.58	92.96	91.91	92.23	93.58	92.87	92.61	91.85	93.40	93.80	93.09	92.76	93.69	92.92	90.95	92.47	92.16	91.79	92.95	93.18	92.56	93.02	93.12
1	372	40	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	89.94	93.53	93.53	93.47	92.84	91.12	93.48	92.45	92.08	92.12	93.49	90.68	90.42	91.87	92.45	88.88	92.80	90.93	92.23	93.45	92.54	92.39	93.09	92.25	93.50	90.60
2	372	40	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	91.33	90.64	93.30	90.08	93.43	92.42	92.85	93.11	93.16	92.96	93.85	92.66	92.93	93.36	93.07	92.75	93.79	92.62	91.82	90.86	93.94	93.14	92.51	92.00	92.69	92.54
3	372	40	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	93.04	91.46	92.74	91.29	91.12	91.70	91.90	92.71	91.53	91.48	93.81	93.31	93.15	92.51	90.77	91.96	94.01	92.76	93.51	92.41	92.42	93.56	93.72	92.24	91.19	92.91
8	372	40	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	90.08	87.19	91.89	90.85	94.02	90.63	91.84	93.66	92.28	91.29	92.93	92.41	93.25	91.22	93.77	92.15	92.86	92.50	92.22	91.32	93.59	91.84	90.37	92.09	91.86	92.87
9	372	40	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	93.37	92.48	93.28	91.66	93.55	92.15	93.35	92.61	93.42	90.15	92.75	93.75	92.96	93.78	92.02	91.15	92.42	92.64	94.17	91.34	92.77	92.36	94.86	93.06	93.20	92.45
10	372	40	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	92.46	92.71	93.21	91.82	90.77	91.08	91.39	91.62	94.00	92.16	92.44	91.11	92.17	93.33	92.80	91.47	93.42	93.54	93.38	93.07	92.34	93.04	93.58	92.88	93.89	91.44
11	372	40	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	93.51	92.12	93.00	92.36	91.17	90.73	93.61	92.82	93.86	91.47	90.48	93.69	92.20	49.17	94.22	91.42	93.47	93.72	91.62	91.17	94.79	94.54	94.33	92.67	92.18	92.48
16	372	40	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	89.67	92.35	94.05	93.43	90.79	91.17	92.28	93.35	92.75	93.69	86.90	91.69	91.18	93.17	92.21	90.77	92.13	91.88	93.41	93.68	93.18	93.40	87.50	93.20	90.38	91.97
17	372	40	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	93.89	91.77	91.53	93.27	91.34	91.06	92.93	91.23	93.77	93.21	92.18	91.00	92.99	92.23	92.13	93.61	91.14	93.70	91.55	92.34	93.40	92.35	92.61	92.40	92.16	92.96
18	372	40	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	91.40	91.19	93.31	92.71	93.18	92.03	91.45	92.94	93.03	93.57	93.28	90.79	91.91	93.26	92.06	92.23	93.61	92.40	92.05	92.88	94.95	93.82	92.97	92.02	93.90	92.25
19	372	40	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	92.51	93.59	95.40	94.51	93.17	90.87	93.20	93.44	92.36	92.30	91.95	92.09	91.77	92.61	91.96	94.09	94.81	92.17	94.06	93.82	93.57	93.49	93.11	92.59	92.18	92.46
24	372	40	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	91.90	92.08	91.79	93.34	90.73	93.18	93.24	93.77	92.03	92.16	93.56	94.06	92.52	93.75	92.14	92.74	92.72	92.16	49.17	91.14	93.00	92.87	94.13	93.04	93.06	91.75
25	372	40	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	91.56	89.73	91.63	92.62	91.55	92.26	91.35	92.38	92.35	91.82	92.32	91.07	91.98	92.71	90.68	93.19	93.97	91.76	93.33	91.29	92.57	93.64	93.06	93.11	92.28	93.00
26	372	40	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	91.28	90.49	90.82	91.94	91.90	90.93	93.18	92.12	90.44	92.51	91.61	91.51	90.80	93.25	91.23	92.01	93.38	91.99	89.90	89.44	92.63	91.71	92.83	89.92	92.61	91.33
27	372	40	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	93.88	93.63	92.85	93.05	93.12	89.50	90.69	90.03	93.74	89.33	94.33	91.47	93.59	93.41	90.62	90.79	92.14	92.41	92.96	91.74	95.12	91.78	94.00	92.58	93.45	92.53
32	372	40	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	93.74	91.81	92.99	93.23	92.43	91.04	94.79	92.82	93.07	93.73	90.65	92.85	94.28	93.41	93.36	93.29	92.29	93.06	90.60	91.48	93.34	93.66	93.31	93.37	93.41	90.41
33	372	40	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	92.51	91.85	92.20	92.48	92.35	92.14	92.54	90.24	91.84	93.19	94.02	90.60	92.03	93.01	90.33	92.72	94.51	93.56	93.16	91.63	92.96	93.50	93.91	92.45	93.27	90.37
34	372	40	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	92.13	91.54	92.98	91.53	94.02	92.08	92.13	89.28	91.21	92.20	92.53	90.84	94.47	92.74	91.81	91.93	92.42	91.30	92.22	92.49	92.46	92.49	94.33	91.63	91.81	91.44
35	372	40	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	92.52	92.23	92.69	94.01	93.79	91.84	91.11	92.13	92.58	92.08	91.43	92.29	93.30	92.46	90.42	92.82	94.10	93.83	92.28	91.08	92.97	92.96	93.46	92.99	91.72	91.84
40	372	40	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	91.94	91.86	89.91	92.41	92.76	91.43	91.44	92.84	92.91	92.33	92.43	92.42	89.16	92.34	91.62	90.58	92.36	91.82	93.02	92.36	92.69	93.63	92.56	91.65	91.03	93.35
41	372	40	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	92.32	92.66	93.99	92.23	93.95	92.55	93.95	92.81	93.09	93.25	91.11	92.41	91.74	93.60	91.32	93.01	91.53	93.37	93.60	93.51	94.09	91.75	92.62	92.81	92.18	92.75
42	372	40	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	89.79	92.82	89.45	92.13	93.43	89.98	92.06	93.27	93.24	92.64	94.96	93.65	90.60	91.41	90.51	92.99	92.95	91.56	92.62	92.24	92.91	91.30	93.55	92.13	92.60	91.64
43	372	40	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	90.18	92.99	94.40	93.24	92.19	89.90	92.58	93.37	94.13	92.08	93.76	91.61	86.48	93.33	92.39	94.43	93.14	91.79	91.82	93.46	94.85	93.75	94.17	91.35	93.73	91.93
48	372	40	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	91.57	89.91	92.54	91.89	90.51	89.97	90.19	92.63	90.84	89.91	90.34	91.36	92.55	92.62	92.96	90.42	91.13	91.43	91.55	91.42	93.19	92.91	92.97	92.83	91.95	93.54
49	372	40	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	92.45	92.15	94.02	93.71	92.67	92.82	91.89	92.27	92.97	94.77	92.11	92.57	94.84	93.79	92.46	93.02	92.78	92.78	94.18	92.16	92.50	93.38	92.73	93.53	92.36	92.19
50	372	40	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	90.97	93.16	93.09	92.31	92.17	90.77	93.22	93.04	93.46	93.70	93.37	92.19	91.43	92.38	93.33	92.21	92.07	91.50	92.66	93.40	92.18	93.58	93.54	92.09	93.58	93.75
51	372	40	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	91.92	92.55	93.16	92.69	91.38	91.15	91.26	91.66	93.21	93.33	91.71	92.25	93.02	91.58	91.69	94.17	93.04	90.18	90.32	92.08	92.96	93.32	91.54	94.26	92.10	91.60
56	372	40	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	92.94	87.84	92.70	91.42	92.30	90.41	93.88	92.00	92.91	93.66	91.65	92.65	93.28	92.27	91.28	92.51	91.84	94.15	92.65	93.27	93.25	92.26	92.32	93.29	94.07	92.72
57	372	40	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	92.01	92.87	91.67	93.85	92.55	92.90	93.43	90.52	93.43	94.02	92.45	92.09	92.83	93.00	90.90	92.06	92.23	93.31	93.26	92.64	94.17	94.36	94.10	93.26	93.92	91.55
58	372	40	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	94.01	92.83	92.97	93.34	92.09	93.46	92.24	91.89	91.96	91.90	91.56	92.71	94.83	91.84	91.42	92.71	91.68	93.44	91.41	92.92	94.47	92.64	93.76	91.41	93.12	93.14
59	372	40	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	92.14	92.43	93.15	91.60	93.41	92.57	92.81	93.78	93.27	92.05	91.15	91.06	91.95	92.97	90.46	92.32	93.88	91.99	92.82	91.54	93.44	93.77	93.99	92.13	92.70	93.64
64	372	40	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	91.85	88.72	92.68	88.85	92.74	91.03	92.40	91.80	72.61	91.41	92.33	92.57	94.38	94.32	93.66	93.96	91.71	92.65	92.50	93.01	93.75	94.52	93.25	92.46	93.58	93.01
65	372	40	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	93.28	92.63	92.84	90.90	93.41	91.21	92.66	92.61	93.20	93.44	92.01	91.30	93.90	92.76	91.29	92.48	94.71	93.55	91.27	91.70	93.97	93.15	94.29	91.47	91.35	93.47
66	372	40	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	93.09	91.49	94.21	93.56	92.00	90.16	91.35	93.62	93.36	92.47	93.26	90.29	94.02	92.86	92.88	92.48	91.98	92.38	93.28	91.43	92.36	93.97	94.11	92.55	93.20	93.06
67	372	40	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	91.99	92.09	92.81	92.59	93.77	91.03	93.26	92.75	92.11	93.25	92.02	92.49	92.49	93.09	91.38	93.23	93.22	91.20	93.22	92.28	93.22	92.13	91.86	91.30	93.99	90.53
72	372	40	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	91.59	91.55	91.77	92.33	93.19	90.98	91.77	91.82	91.53	93.16	90.11	91.31	91.78	91.08	92.86	92.24	92.72	91.65	92.46	92.32	93.87	93.02	92.57	93.48	92.32	93.13
73	372	40	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	91.22	92.16	90.71	92.46	93.00	92.00	92.40	93.26	91.58	93.81	93.43	92.72	93.44	93.52	90.94	92.41	92.37	92.57	92.69	90.61	94.06	94.20	93.47	92.60	91.40	93.20
74	372	40	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	94.72	94.95	93.09	92.47	92.63	92.83	90.35	91.58	93.01	92.53	90.99	90.91	93.99	93.00	92.55	93.84	92.09	93.99	91.60	92.09	94.26	93.99	94.61	92.90	92.24	91.15
75	372	40	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	92.41	93.65	93.45	92.81	94.56	93.30	91.03	92.41	94.53	92.53	91.83	91.45	93.51	93.32	91.72	92.54	93.45	91.20	89.74	90.03	94.85	92.64	94.29	91.56	92.17	92.03
80	372	40	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	92.03	93.62	91.83	91.81	93.16	90.13	89.97	90.11	92.22	93.81	92.36	93.18	93.33	94.46	94.48	92.57	92.77	93.25	93.91	91.39	93.30	92.69	93.18	92.57	92.94	92.48
81	372	40	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	92.18	91.96	95.09	93.21	93.42	92.85	93.24	92.77	95.02	93.03	92.67	92.19	93.66	93.74	92.49	92.95	92.70	92.52	91.93	92.51	94.01	91.88	93.67	90.60	93.29	93.15
82	372	40	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	94.06	92.85	93.48	92.19	94.77	91.25	91.78	92.60	93.98	90.78	91.90	92.31	91.40	91.05	92.06	94.08	91.55	92.81	93.24	92.86	90.72	92.15	93.98	92.70	93.31	92.37
83	372	40	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	93.06	91.43	92.33	93.43	93.76	92.71	92.33	92.08	92.70	92.27	92.04	92.28	91.76	95.70	92.02	93.46	92.94	92.55	92.88	93.00	92.17	94.20	95.88	93.90	93.13	93.90
88	372	40	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	93.24	91.66	91.91	92.85	92.83	90.66	92.41	93.47	92.28	91.66	91.67	92.57	91.79	92.83	91.52	92.52	92.85	92.89	93.99	92.69	92.71	91.94	89.74	93.52	89.93	94.27
89	372	40	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	93.42	92.50	93.05	93.31	91.91	90.47	93.15	91.61	93.39	91.44	93.08	92.68	92.13	92.07	92.64	92.28	92.77	93.19	93.36	91.29	93.18	93.37	92.65	92.19	92.57	92.73
90	372	40	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	92.06	90.27	90.46	91.91	93.78	90.53	93.15	92.26	90.16	91.30	92.39	91.23	91.06	94.65	91.36	94.37	93.66	92.80	93.22	90.78	92.23	92.33	94.66	92.17	90.59	90.33
91	372	40	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	93.20	92.82	92.97	92.48	93.16	93.11	93.22	91.64	91.57	92.15	93.66	92.88	92.77	93.73	92.81	92.31	92.91	94.46	93.07	92.94	93.45	92.85	93.12	92.76	92.13	94.01
96	372	40	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	91.73	91.08	93.70	93.50	94.21	91.01	92.82	93.53	93.50	92.84	91.59	93.14	92.58	95.81	93.15	92.19	92.12	92.37	92.81	92.18	94.31	94.29	95.38	92.25	92.80	91.55
97	372	40	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	93.02	91.48	93.24	94.07	93.13	92.30	92.77	92.29	91.29	94.35	93.90	92.69	94.39	93.59	92.28	94.04	93.41	91.89	93.03	89.91	92.91	92.92	91.79	93.69	93.12	92.57
98	372	40	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	93.56	91.54	92.21	92.80	92.12	91.86	91.67	93.76	91.75	94.18	90.57	93.75	93.41	91.85	91.67	93.25	93.43	91.69	92.64	91.15	93.46	91.68	92.97	93.85	94.15	92.27
99	372	40	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	92.52	91.95	94.77	92.64	94.05	92.54	92.97	93.68	91.85	92.81	91.94	92.33	93.03	92.14	93.15	92.06	93.00	93.38	92.25	91.86	94.33	93.29	94.32	93.95	90.84	91.60
104	372	40	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	92.37	91.87	92.37	91.17	92.73	92.25	90.97	92.40	91.80	91.90	91.81	93.02	90.03	92.52	90.46	91.46	92.19	93.65	93.75	93.02	91.46	91.27	93.62	92.93	92.35	92.69
105	372	40	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	92.21	91.77	93.55	92.93	93.24	90.55	91.43	92.53	90.81	91.95	92.29	93.48	91.83	91.25	90.69	93.37	92.61	93.51	93.94	93.20	94.75	92.74	93.40	93.42	93.11	92.09
106	372	40	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	92.40	93.34	92.85	90.92	91.48	92.90	90.81	93.85	94.06	93.09	90.80	90.68	92.60	92.50	91.87	93.79	90.86	93.99	93.56	94.16	92.34	93.92	95.00	92.31	92.01	90.41
107	372	40	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	93.39	94.90	93.52	92.92	93.82	92.55	93.21	93.10	93.40	93.59	91.63	92.39	91.96	92.42	93.06	93.37	91.56	93.84	92.40	92.03	93.40	92.46	93.93	93.00	93.20	92.42
112	372	40	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	89.52	92.64	91.78	90.84	93.26	90.09	91.96	90.48	92.68	92.61	91.78	92.80	92.60	92.02	92.44	92.65	91.86	92.49	92.33	91.71	94.10	93.09	92.24	93.05	94.37	93.20
113	372	40	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	92.54	93.09	94.68	92.23	94.44	92.62	92.50	92.09	93.30	93.31	93.04	92.81	92.81	94.87	91.92	92.09	92.91	92.03	93.82	92.33	93.56	92.16	93.24	93.17	93.10	93.54
114	372	40	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	91.70	91.62	93.91	93.80	93.88	89.94	90.62	93.74	91.68	90.01	92.12	92.48	91.87	90.94	91.71	92.04	93.18	92.99	92.27	91.05	93.89	93.87	93.54	92.87	93.28	91.64
115	372	40	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	92.51	93.50	93.45	92.13	94.83	91.48	92.13	94.08	94.03	91.75	93.12	92.88	92.33	92.73	94.72	93.40	93.02	94.53	92.86	93.69	93.34	93.04	93.44	92.10	92.33	93.08
120	372	40	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	91.99	90.92	92.40	91.29	90.86	90.83	91.79	93.78	94.39	91.14	90.49	89.74	91.24	92.83	92.13	93.05	94.12	91.51	92.49	91.93	93.01	93.63	92.73	92.11	92.55	92.62
121	372	40	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	92.69	93.04	94.01	92.16	91.52	92.51	93.27	92.62	91.99	92.65	90.84	92.11	93.46	93.96	91.87	92.27	92.16	91.15	92.48	92.52	93.22	93.46	94.63	94.16	92.48	92.82
122	372	40	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	91.84	92.01	92.94	90.89	92.57	92.43	92.15	92.04	91.02	93.04	92.52	90.78	92.73	91.47	90.52	92.50	91.38	91.84	92.89	92.39	92.20	93.34	93.18	92.29	91.87	92.49
123	372	40	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	92.94	91.82	93.65	91.04	93.87	91.62	93.00	91.12	92.04	93.33	92.89	92.21	92.50	92.83	91.65	91.71	90.42	90.59	93.59	92.86	92.71	93.59	94.01	92.41	93.15	92.30
128	372	40	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	93.10	92.49	92.54	92.81	93.71	90.75	90.26	92.43	92.55	91.16	93.03	91.30	93.36	93.06	91.99	92.66	94.49	92.89	93.44	92.85	93.17	92.45	91.43	91.19	91.66	94.12
129	372	40	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	92.86	90.73	94.20	92.93	92.46	90.70	91.88	91.84	91.57	91.83	92.58	91.87	93.13	91.80	92.85	91.44	92.56	92.58	90.99	92.19	93.46	92.92	93.74	92.02	92.78	92.62
130	372	40	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	92.95	93.53	92.26	92.74	92.08	90.74	94.07	92.99	92.97	94.27	93.44	91.71	92.80	91.76	91.19	92.04	92.71	92.04	92.27	90.85	93.89	93.75	93.37	91.07	93.30	92.19
131	372	40	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	91.82	91.80	92.65	91.98	93.92	92.73	90.80	93.65	91.78	92.79	92.78	91.37	91.82	94.00	93.04	91.62	91.80	92.94	91.93	93.11	94.36	94.86	93.89	93.47	94.09	92.48
136	372	40	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	93.04	93.10	92.53	93.73	91.48	90.81	93.33	92.09	92.16	93.17	90.53	91.59	93.34	92.22	92.32	93.63	91.85	93.01	90.92	92.59	94.09	93.42	94.12	93.20	92.45	92.25
137	372	40	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	92.85	93.53	94.04	93.09	93.28	90.57	92.51	91.70	91.75	92.34	92.25	92.61	92.73	91.76	94.36	93.79	94.66	94.73	93.26	92.70	94.38	94.10	92.31	91.09	92.81	92.77
138	372	40	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	91.73	92.84	92.35	92.35	93.94	92.29	93.47	93.98	92.46	91.64	90.64	90.97	92.86	89.89	92.29	95.05	93.77	94.10	93.13	93.80	94.12	91.87	94.63	94.63	94.47	92.76
139	372	40	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	92.45	91.08	93.86	91.47	91.53	92.17	90.96	93.40	93.38	92.63	90.11	91.90	92.30	91.75	92.27	93.53	92.60	92.27	91.73	91.71	94.10	93.44	92.18	92.74	94.69	91.53
144	372	40	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	92.74	90.31	89.69	90.78	90.80	89.84	91.87	91.62	87.76	93.52	92.00	89.80	87.07	90.88	91.34	91.08	90.72	91.68	90.85	90.21	91.90	93.35	90.69	91.48	92.30	88.66
145	372	40	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	91.32	90.94	88.96	89.78	91.47	92.81	92.99	90.67	91.38	90.38	91.65	89.87	90.05	91.69	90.76	90.35	92.05	91.48	91.93	92.56	92.52	91.93	92.40	92.67	93.18	91.37
146	372	40	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	92.31	91.24	92.30	90.99	92.65	90.16	90.68	90.14	91.48	91.56	91.04	90.64	92.74	93.02	91.99	89.77	91.34	92.29	91.61	91.32	91.46	91.65	93.74	92.46	91.91	91.58
147	372	40	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	93.08	90.91	92.50	91.80	90.81	92.02	93.26	90.32	92.52	91.03	93.09	93.63	92.08	92.93	92.27	89.72	93.46	91.02	91.05	90.76	91.25	93.32	92.83	91.90	92.11	90.78
152	372	40	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	95.32	92.28	93.53	91.63	93.38	91.13	91.84	92.42	93.03	92.39	94.26	92.97	92.91	92.30	92.83	92.49	92.44	93.55	93.71	93.07	93.10	92.84	93.02	93.86	92.88	90.88
153	372	40	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	91.41	91.22	92.50	91.31	91.75	90.73	92.43	93.09	92.06	91.30	92.10	91.68	91.06	91.49	91.46	92.18	91.96	91.68	95.18	91.78	94.43	91.94	93.84	91.78	92.55	91.12
154	372	40	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	91.05	91.40	93.23	91.16	92.24	92.44	90.83	89.14	91.89	92.04	92.21	91.98	90.32	91.53	92.05	91.85	91.05	92.62	94.36	90.97	93.01	93.70	92.41	92.28	93.22	92.67
155	372	40	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	92.80	93.38	93.06	91.62	89.99	91.60	90.84	91.36	90.53	90.91	90.70	91.83	89.89	93.95	90.32	91.82	90.20	92.14	92.35	91.84	91.91	92.10	94.94	90.86	91.94	90.98
160	372	40	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	92.27	92.96	91.41	91.57	94.05	93.10	92.74	91.35	90.35	92.06	92.90	92.80	91.31	94.33	89.71	89.96	91.68	90.67	94.63	91.39	94.25	93.18	93.36	91.47	93.57	91.25
161	372	40	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	91.63	93.18	93.62	92.05	93.37	93.18	90.98	91.60	92.02	92.48	90.06	91.86	91.65	92.40	93.06	91.42	90.25	92.81	93.02	92.44	92.46	94.22	92.47	93.66	91.65	90.17
162	372	40	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	91.80	92.24	91.98	93.02	92.97	92.77	92.48	90.13	91.30	90.71	93.81	92.00	92.60	93.25	90.92	91.45	92.59	91.84	93.37	91.93	94.22	92.67	92.96	93.23	92.84	92.90
163	372	40	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	90.39	91.73	93.97	91.24	92.08	91.93	92.57	92.17	90.36	91.17	93.82	90.42	92.48	93.17	91.69	93.24	92.64	93.11	93.24	93.07	93.16	92.66	92.34	91.29	92.78	92.92
168	372	40	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	90.82	91.72	91.89	90.95	90.60	90.25	90.35	91.45	89.77	91.02	89.96	90.20	89.17	89.37	91.45	91.30	91.08	90.36	90.92	89.01	91.71	90.56	90.82	92.20	90.87	89.92
169	372	40	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	90.07	92.23	90.41	92.15	89.07	89.97	93.12	91.59	91.56	90.34	91.25	88.39	91.34	91.97	91.09	92.50	91.15	92.88	91.35	92.56	93.55	91.07	93.62	92.58	90.49	90.25
170	372	40	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	91.01	90.28	89.56	90.36	92.24	90.59	92.06	92.01	91.69	89.55	88.38	88.82	89.42	91.34	90.47	90.42	92.28	92.00	91.45	90.19	92.37	91.66	91.32	91.66	90.83	91.30
171	372	40	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	90.41	90.58	91.59	89.97	91.47	91.90	91.82	91.64	91.09	91.93	91.29	88.30	90.78	89.56	92.21	91.76	92.52	93.08	91.56	90.50	92.31	91.64	92.32	91.51	90.46	91.49
176	372	40	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	91.73	92.13	91.72	91.19	92.90	91.65	89.73	92.13	89.88	91.67	92.71	90.15	90.57	91.62	91.08	89.88	93.70	92.31	91.07	93.37	93.73	92.53	91.99	91.29	89.98	90.90
177	372	40	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	89.50	92.11	93.71	91.19	93.90	92.31	91.26	93.49	93.68	93.08	92.82	90.81	91.60	93.26	91.46	91.21	91.21	92.82	92.50	92.27	92.40	92.38	93.39	91.05	91.74	92.73
178	372	40	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	92.20	92.05	93.66	90.95	90.94	89.43	91.79	91.33	91.79	92.16	91.99	89.35	93.81	93.62	92.77	91.69	92.97	91.50	94.13	92.23	92.04	92.33	93.67	92.82	92.62	92.69
179	372	40	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	91.83	93.45	92.21	92.53	92.54	91.32	94.07	91.18	91.69	91.91	93.31	92.54	92.36	91.69	91.79	93.18	88.54	91.90	93.53	92.10	93.19	93.16	93.71	92.09	92.20	92.08
184	372	40	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	90.57	91.78	93.68	91.08	90.46	93.49	92.60	91.94	91.69	91.01	93.38	91.90	91.51	91.70	93.56	91.36	93.21	91.63	92.47	92.06	94.68	92.28	92.28	92.89	92.53	91.84
185	372	40	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	94.46	91.98	93.74	93.51	91.43	90.15	91.92	90.88	91.61	91.28	92.61	91.29	92.64	91.70	93.29	92.34	93.36	93.89	93.46	94.58	93.88	93.48	91.13	93.05	92.73	93.55
186	372	40	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	93.23	93.68	92.18	91.90	93.12	91.95	93.36	92.00	91.66	89.18	92.89	94.11	93.44	91.84	93.82	92.24	91.06	92.59	91.41	92.24	93.66	93.11	94.35	94.04	92.57	91.34
187	372	40	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	93.10	92.93	93.10	93.56	92.26	93.06	94.32	92.29	92.25	92.23	93.74	90.59	92.05	93.24	92.02	92.24	92.67	90.59	93.48	93.06	92.47	92.66	93.24	92.11	92.91	93.44
192	372	40	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	90.33	91.52	93.07	91.66	90.96	90.52	92.54	91.03	92.06	91.03	90.95	92.24	90.72	90.35	90.79	91.02	93.14	92.35	92.78	90.59	91.88	91.06	90.72	91.28	90.10	88.88
193	372	40	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	88.85	91.04	90.72	91.03	92.31	90.41	92.72	90.36	89.01	92.32	90.81	90.58	90.18	90.86	90.99	91.27	90.43	93.08	90.74	89.80	90.30	91.66	92.45	90.51	90.73	89.82
194	372	40	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	90.61	90.65	91.48	92.27	90.74	89.35	92.62	88.69	90.54	93.67	90.51	91.31	90.30	93.12	90.81	91.52	92.48	91.64	92.51	91.27	91.13	91.49	92.21	90.71	89.53	91.42
195	372	40	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	89.19	91.82	90.45	90.03	93.10	88.58	90.65	90.56	90.16	89.75	91.67	90.21	90.03	91.18	93.11	90.23	90.75	92.20	89.61	91.64	92.35	91.30	92.09	93.04	94.04	91.60
200	372	40	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	90.35	92.01	91.90	91.47	92.32	89.98	92.26	91.03	92.56	90.51	90.54	90.83	92.13	92.58	92.66	92.18	93.54	92.06	93.02	90.75	92.47	92.84	93.04	90.84	91.62	91.96
201	372	40	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	90.74	91.79	91.66	91.99	93.03	92.77	91.14	90.88	90.68	90.28	89.74	90.16	90.29	93.26	92.21	88.70	91.98	88.49	93.23	91.70	93.11	91.41	93.75	90.35	93.01	91.23
202	372	40	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	91.71	90.98	94.00	90.56	92.03	90.66	90.04	92.33	93.08	93.62	92.40	90.57	90.15	91.80	91.73	91.62	93.74	92.46	91.46	93.20	93.32	90.61	90.98	91.55	92.37	91.78
203	372	40	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	93.15	92.40	93.76	90.46	91.73	88.65	92.31	92.78	91.90	91.96	92.88	90.60	92.26	89.85	92.36	91.13	90.84	92.68	92.54	89.81	93.26	92.11	92.84	90.83	91.85	91.93
208	372	40	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	91.65	93.53	93.45	90.89	92.45	92.84	91.21	90.70	90.82	91.34	92.28	93.25	90.70	92.58	90.99	92.50	94.26	90.65	93.31	92.08	94.55	92.76	93.48	93.05	92.83	91.81
209	372	40	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	91.82	92.59	92.79	93.21	92.69	91.17	92.29	91.93	92.62	93.07	92.63	90.73	93.39	90.99	94.38	92.95	94.36	89.99	93.16	92.66	92.61	91.44	93.32	92.58	92.26	93.47
210	372	40	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	92.09	92.38	92.88	91.48	93.35	91.78	91.50	90.96	92.21	92.89	90.45	90.36	90.67	92.03	92.59	93.30	93.94	91.34	93.26	93.44	93.23	92.95	93.30	93.19	92.18	91.61
211	372	40	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	91.40	93.82	92.29	91.74	92.85	89.68	90.84	92.10	90.58	94.18	92.41	91.70	91.80	92.19	94.24	92.34	90.87	93.67	93.56	93.54	93.33	91.40	93.09	92.00	91.21	92.33
216	372	40	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	90.61	89.15	89.61	92.40	91.33	91.95	92.03	91.64	90.33	90.76	92.47	92.52	91.80	89.89	90.26	91.71	92.04	90.45	90.84	92.08	93.55	93.70	92.82	91.99	92.18	89.83
217	372	40	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	90.11	91.02	92.17	91.82	89.62	89.97	92.18	92.54	90.89	92.86	91.19	89.05	90.28	92.58	89.71	90.87	91.98	90.80	89.60	88.94	91.46	93.33	91.29	91.14	91.76	90.58
218	372	40	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	91.32	92.96	91.32	90.95	89.09	92.06	91.60	91.78	91.67	91.95	92.22	91.71	89.67	90.23	89.26	91.96	91.41	91.05	92.75	90.01	91.33	90.50	91.51	91.59	89.58	88.55
219	372	40	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	91.62	91.71	89.49	90.33	91.80	90.79	91.20	89.43	91.23	91.61	90.72	91.28	91.84	92.27	92.08	93.60	90.45	90.69	93.49	93.61	91.96	92.44	89.73	90.67	89.34	89.98
224	372	40	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	92.47	91.32	90.96	90.58	92.04	90.33	92.76	90.93	92.87	91.95	91.98	92.30	92.27	92.87	91.74	93.75	92.40	92.56	92.80	92.59	91.62	93.50	93.67	90.90	91.76	93.32
225	372	40	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	92.05	93.65	93.03	91.67	93.19	89.74	91.60	88.34	94.09	91.53	91.82	93.81	91.60	91.55	90.83	92.74	91.93	92.02	92.23	91.64	92.59	91.35	91.84	91.10	92.57	90.32
226	372	40	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	90.41	92.05	92.80	91.74	93.08	91.03	91.09	89.93	91.87	91.96	93.10	90.07	90.35	91.72	92.07	91.55	91.62	92.83	91.38	92.46	93.41	93.47	92.61	92.14	92.36	91.86
227	372	40	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	91.02	91.06	91.75	91.63	91.14	91.01	90.65	89.74	90.56	93.11	91.82	92.64	91.41	93.44	93.46	90.86	92.99	91.56	92.48	91.92	91.56	92.47	92.69	91.24	91.62	90.05
232	372	40	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	93.04	93.47	91.98	94.18	90.71	91.30	92.85	90.90	91.64	92.72	92.01	92.00	90.65	91.81	90.27	92.71	93.15	92.54	93.10	91.79	93.88	92.43	93.60	90.90	92.34	91.70
233	372	40	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	92.63	92.51	93.28	90.81	90.74	92.47	92.14	91.70	90.06	92.73	93.23	91.05	91.31	90.00	91.10	92.75	91.44	90.18	93.29	92.42	93.67	93.01	94.74	93.07	92.88	92.93
234	372	40	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	91.98	94.06	92.66	91.75	93.56	91.73	92.61	92.53	91.69	92.25	92.26	92.16	91.68	93.23	92.95	92.94	91.59	93.21	93.07	92.12	93.00	92.14	93.47	93.15	92.51	92.48
235	372	40	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	91.56	92.67	93.37	90.31	92.29	91.02	90.64	91.68	91.98	92.34	91.81	91.03	92.62	91.98	91.68	90.78	92.38	91.92	93.70	92.34	94.32	93.20	92.80	93.42	92.87	93.58
240	372	40	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	91.32	90.75	93.72	90.96	92.18	89.76	91.22	90.93	91.79	91.10	93.81	91.46	92.48	92.45	90.08	90.52	92.60	93.48	92.70	90.05	93.22	91.78	92.53	91.58	90.80	89.58
241	372	40	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	88.86	91.30	91.96	93.26	92.34	90.36	90.80	90.47	91.71	91.84	93.31	91.14	89.47	92.72	92.19	92.21	93.14	94.42	93.10	89.85	91.13	92.28	92.81	89.91	90.37	91.57
242	372	40	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	91.38	92.12	91.31	90.20	92.28	88.91	90.64	91.98	90.01	90.34	90.99	90.19	93.15	89.30	92.13	92.34	91.99	92.88	89.87	90.38	93.32	92.04	92.10	90.66	90.92	91.70
243	372	40	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	89.47	90.84	90.69	90.91	91.57	90.75	91.38	91.03	90.27	90.56	89.27	88.88	91.56	91.49	91.94	91.48	92.61	92.72	91.18	91.15	93.89	90.37	93.72	90.32	90.75	89.47
248	372	40	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	93.51	91.76	92.99	89.95	91.44	91.44	91.15	92.48	90.27	92.19	90.84	91.05	92.79	92.82	91.86	92.41	92.00	90.00	94.13	91.26	93.10	92.47	92.44	93.25	92.42	90.96
249	372	40	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	92.14	91.87	92.39	90.94	90.33	93.86	93.20	91.04	90.38	90.43	93.77	89.96	90.65	92.33	92.60	90.59	93.09	91.75	92.67	90.24	91.92	92.98	91.69	91.51	93.28	92.48
250	372	40	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	91.44	90.14	90.69	90.17	92.55	91.58	91.65	90.96	92.10	92.43	93.07	91.29	91.28	93.03	91.44	93.55	91.58	91.95	93.01	92.70	90.72	92.31	91.75	92.24	92.37	90.64
251	372	40	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	91.36	93.61	90.42	91.07	91.51	90.70	91.47	89.87	91.33	92.12	88.78	91.48	90.31	91.89	93.01	91.95	92.10	92.54	92.09	89.87	92.20	91.11	92.11	91.68	92.51	91.99
256	372	40	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	91.34	94.02	93.37	91.32	93.06	92.74	92.59	91.31	91.89	91.40	90.28	93.39	92.77	92.58	92.51	92.02	91.68	91.02	92.10	91.87	94.22	92.79	93.23	92.76	93.16	90.79
257	372	40	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	92.29	92.04	92.78	91.48	93.13	90.93	92.60	90.58	91.10	93.67	92.40	92.86	93.37	92.75	91.54	91.96	92.13	93.61	92.79	92.18	92.87	94.32	93.46	92.84	93.25	93.02
258	372	40	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	92.25	92.21	92.85	91.04	91.25	92.54	92.94	92.92	91.69	91.95	92.15	92.50	91.36	91.07	92.02	92.05	93.78	92.49	94.00	91.50	92.10	92.52	92.35	92.77	93.58	91.22
259	372	40	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	93.38	92.82	93.00	91.88	90.25	92.04	91.82	92.91	92.41	90.40	94.19	90.79	92.86	92.43	89.72	92.95	92.79	89.50	92.46	91.37	91.33	92.23	92.63	93.32	93.10	92.29
264	372	40	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	90.70	93.12	91.83	88.51	90.02	90.32	90.96	90.42	90.82	92.26	89.46	90.16	89.92	90.72	92.31	92.31	90.74	90.44	93.22	91.46	91.93	90.05	88.53	90.49	90.29	90.83
265	372	40	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	90.71	90.10	88.75	92.40	92.75	91.95	91.35	91.83	91.29	90.90	91.46	91.29	89.36	91.04	92.50	89.87	92.92	90.26	91.53	91.71	92.41	90.62	90.08	92.37	89.86	91.83
266	372	40	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	89.02	91.60	91.86	91.51	90.33	89.61	89.52	89.75	92.85	92.04	90.98	92.26	90.98	92.18	91.24	88.84	93.33	92.91	90.00	90.18	91.59	90.97	92.76	90.43	90.19	90.92
267	372	40	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	90.62	90.87	92.64	91.36	90.51	89.81	89.70	88.54	91.41	89.96	92.62	88.86	91.73	90.08	93.40	89.68	92.21	90.36	92.61	90.80	94.32	90.99	90.83	91.60	93.25	89.68
272	372	40	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	93.79	91.09	93.43	92.88	92.94	90.83	90.18	90.81	91.56	93.60	92.17	91.03	93.19	91.85	91.35	90.03	90.72	93.38	91.88	91.92	93.25	92.32	90.68	92.06	89.98	90.44
273	372	40	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	90.28	90.74	93.36	90.49	91.22	90.66	91.54	93.43	91.06	90.21	91.69	89.52	88.83	92.74	90.85	91.86	92.07	93.34	92.01	92.88	93.87	93.00	91.83	91.52	92.02	91.10
274	372	40	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	91.53	92.18	93.07	92.61	90.43	91.97	93.78	91.57	90.58	92.42	92.84	91.79	92.08	94.00	92.10	92.01	92.05	91.60	91.56	92.28	92.30	92.77	92.51	91.41	89.70	89.74
275	372	40	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	92.18	91.07	91.88	90.75	90.74	90.62	89.82	91.80	91.25	92.59	92.91	90.49	91.64	94.07	91.63	90.93	91.87	93.64	92.70	90.91	92.65	92.62	93.59	90.15	92.78	89.90
280	372	40	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	91.80	93.44	91.97	90.57	92.27	92.48	93.75	90.88	93.45	91.24	91.97	91.56	93.09	92.03	92.67	91.53	91.74	92.66	92.48	92.63	92.87	92.78	92.24	89.44	92.57	92.24
281	372	40	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	91.75	91.89	95.18	93.92	91.64	92.96	92.48	93.30	91.27	90.60	91.56	90.44	91.98	91.67	92.92	91.04	91.56	90.33	93.45	91.44	92.56	91.74	93.52	91.74	91.44	91.73
282	372	40	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	90.87	93.55	93.51	92.73	93.44	91.91	92.13	91.59	91.59	93.68	92.29	91.90	90.71	93.45	91.98	91.57	92.28	92.05	91.57	92.26	93.56	92.84	93.15	91.46	92.72	91.70
283	372	40	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	92.03	92.40	91.77	92.53	94.99	90.97	92.67	91.37	92.91	92.25	93.10	93.15	88.50	91.53	92.44	92.53	93.03	89.97	93.70	92.20	93.54	92.68	92.08	91.41	91.72	91.26

The global mean maximum row:

	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26	average_map
155	91.21	90.22	90.02	89.64	89.84	90.47	89.05	91.03	89.41	90.61	90.27	90.19	90.33	90.89	90.71	89.71	88.68	89.31	90.86	90.95	90.20	91.18	89.13	89.96	90.47	87.96	90.088462
162	89.49	90.88	90.33	90.95	89.76	90.16	89.48	91.25	89.49	89.33	91.27	91.16	89.58	89.29	89.38	90.53	89.92	88.76	90.07	89.92	89.41	91.16	87.73	90.41	90.30	90.43	90.016923
147	90.47	90.21	88.87	89.96	89.10	89.82	89.67	88.94	89.65	89.48	89.88	89.74	90.26	90.03	89.13	89.43	90.64	90.00	90.31	91.02	90.89	91.05	91.00	90.28	90.62	89.35	89.992308
234	88.70	90.11	88.81	90.14	88.32	89.53	89.22	90.35	89.38	88.84	88.56	91.61	91.88	90.84	90.22	90.84	90.50	89.24	90.47	90.87	90.88	90.87	89.55	89.41	89.51	90.41	89.963846
235	89.10	89.76	90.05	88.93	89.19	89.92	88.48	89.74	89.82	90.60	90.13	91.02	91.46	89.80	88.94	89.76	89.17	89.86	90.27	90.87	90.68	91.14	88.90	90.79	90.13	89.93	89.940000
226	90.16	89.94	89.57	89.18	90.29	90.11	89.35	89.05	89.87	89.65	91.32	90.63	89.47	89.52	90.18	90.82	89.94	88.15	90.01	90.93	89.41	90.38	90.18	89.82	89.58	90.57	89.926154
163	90.11	91.08	89.31	89.86	88.47	90.61	90.00	90.38	88.72	89.41	90.74	90.69	88.69	90.44	89.24	90.19	89.69	91.31	89.93	90.50	89.29	90.00	88.56	89.84	90.83	90.13	89.923846
248	90.43	88.93	90.84	89.19	89.80	91.55	89.04	89.43	89.58	89.35	90.72	91.32	90.14	90.05	89.52	89.42	89.29	90.45	90.07	89.26	91.46	90.69	87.77	90.06	89.78	89.43	89.906538
224	89.36	89.56	89.41	89.81	88.94	89.71	90.87	90.32	89.08	90.04	91.41	90.94	91.77	88.50	89.98	90.62	87.84	89.98	89.90	90.77	89.52	89.77	89.59	89.10	89.52	90.88	89.891923
186	89.17	90.18	89.27	90.74	89.55	90.33	89.64	90.51	87.87	89.43	91.22	90.34	90.55	89.04	89.64	89.61	89.23	89.65	90.47	90.43	89.56	90.77	89.71	89.95	89.45	90.43	89.874615

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code

pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
217	372	40	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	88.34	89.67	90.17	91.26	90.25	90.10	89.68	89.47	89.56	89.87	90.10	90.69	90.00	88.73	89.33	90.46	89.09	89.41	90.49	90.55	90.24	87.95	90.84	88.89	89.77	90.16
241	372	40	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	88.28	89.75	89.38	89.79	90.21	90.46	90.53	90.95	88.94	89.17	90.13	90.73	88.58	90.24	90.24	90.89	89.77	90.42	90.73	89.29	89.62	90.61	88.63	88.06	89.16	88.64
145	372	40	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	90.10	87.50	90.13	89.40	90.21	90.58	89.49	88.87	90.33	88.59	90.56	90.69	90.37	88.62	88.73	90.10	89.22	88.92	90.90	90.43	89.97	91.53	90.82	88.55	90.76	89.22
146	372	40	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	89.19	89.30	89.44	89.08	89.73	90.86	89.31	89.26	88.81	89.04	89.18	90.49	90.75	89.80	88.83	89.08	89.80	89.67	91.04	91.44	90.81	89.47	90.18	91.02	89.85	88.38
147	372	40	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	90.47	90.21	88.87	89.96	89.10	89.82	89.67	88.94	89.65	89.48	89.88	89.74	90.26	90.03	89.13	89.43	90.64	90.00	90.31	91.02	90.89	91.05	91.00	90.28	90.62	89.35
224	372	40	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	89.36	89.56	89.41	89.81	88.94	89.71	90.87	90.32	89.08	90.04	91.41	90.94	91.77	88.50	89.98	90.62	87.84	89.98	89.90	90.77	89.52	89.77	89.59	89.10	89.52	90.88
225	372	40	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	89.37	91.06	89.17	89.93	88.50	90.06	90.09	88.22	90.33	88.49	91.12	91.05	90.04	90.16	89.93	89.27	89.05	89.52	90.73	91.90	89.36	89.95	90.23	88.58	89.32	87.56
226	372	40	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	90.16	89.94	89.57	89.18	90.29	90.11	89.35	89.05	89.87	89.65	91.32	90.63	89.47	89.52	90.18	90.82	89.94	88.15	90.01	90.93	89.41	90.38	90.18	89.82	89.58	90.57
248	372	40	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	90.43	88.93	90.84	89.19	89.80	91.55	89.04	89.43	89.58	89.35	90.72	91.32	90.14	90.05	89.52	89.42	89.29	90.45	90.07	89.26	91.46	90.69	87.77	90.06	89.78	89.43
249	372	40	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	87.11	90.30	89.36	88.78	88.56	90.36	90.65	90.70	90.09	90.22	90.34	90.46	89.91	90.29	90.49	90.41	88.44	89.49	89.74	90.71	88.29	90.91	88.19	91.46	90.66	88.45
251	372	40	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	89.81	90.95	89.18	89.08	88.91	91.11	89.39	90.31	90.03	88.86	90.79	91.34	89.62	90.73	89.77	89.74	90.78	88.94	90.62	89.54	89.12	89.39	87.57	89.08	89.84	89.02
152	372	40	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	90.02	89.41	89.10	89.07	89.31	90.15	90.71	89.78	88.56	89.26	91.21	90.44	90.43	90.69	89.45	89.49	89.83	91.00	89.65	90.09	88.80	91.21	89.90	89.51	88.84	89.68
155	372	40	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	91.21	90.22	90.02	89.64	89.84	90.47	89.05	91.03	89.41	90.61	90.27	90.19	90.33	90.89	90.71	89.71	88.68	89.31	90.86	90.95	90.20	91.18	89.13	89.96	90.47	87.96
232	372	40	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	90.27	89.97	89.47	90.44	89.67	89.07	90.54	88.52	90.24	89.20	88.54	89.99	91.06	90.35	89.08	89.48	91.37	90.44	91.05	89.65	90.95	89.72	89.04	88.73	87.78	89.89
233	372	40	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	88.84	89.59	89.25	89.82	89.57	89.89	89.45	90.33	90.15	89.57	89.16	89.83	90.22	89.33	88.97	89.60	89.96	90.02	91.19	91.24	88.90	89.24	89.82	89.85	91.03	91.05
234	372	40	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	88.70	90.11	88.81	90.14	88.32	89.53	89.22	90.35	89.38	88.84	88.56	91.61	91.88	90.84	90.22	90.84	90.50	89.24	90.47	90.87	90.88	90.87	89.55	89.41	89.51	90.41
235	372	40	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	89.10	89.76	90.05	88.93	89.19	89.92	88.48	89.74	89.82	90.60	90.13	91.02	91.46	89.80	88.94	89.76	89.17	89.86	90.27	90.87	90.68	91.14	88.90	90.79	90.13	89.93
257	372	40	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	90.28	89.60	89.77	90.35	89.37	90.33	89.24	90.07	88.98	89.91	90.28	90.29	89.81	89.57	90.17	89.19	90.57	89.78	89.10	90.51	89.72	89.37	88.24	91.14	89.80	90.11
258	372	40	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	87.90	89.97	89.99	89.10	89.19	88.75	90.74	90.34	89.54	90.02	90.00	91.44	89.22	89.89	90.12	89.28	91.03	90.45	91.70	89.53	88.42	89.76	89.16	90.42	90.45	88.79
161	372	40	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	89.61	89.70	90.45	89.70	88.65	89.71	88.47	88.61	89.88	89.64	89.97	91.35	91.13	88.99	88.89	91.24	89.12	90.09	90.31	90.27	89.65	91.25	88.06	90.37	90.42	89.47
162	372	40	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	89.49	90.88	90.33	90.95	89.76	90.16	89.48	91.25	89.49	89.33	91.27	91.16	89.58	89.29	89.38	90.53	89.92	88.76	90.07	89.92	89.41	91.16	87.73	90.41	90.30	90.43
163	372	40	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	90.11	91.08	89.31	89.86	88.47	90.61	90.00	90.38	88.72	89.41	90.74	90.69	88.69	90.44	89.24	90.19	89.69	91.31	89.93	90.50	89.29	90.00	88.56	89.84	90.83	90.13
186	372	40	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	89.17	90.18	89.27	90.74	89.55	90.33	89.64	90.51	87.87	89.43	91.22	90.34	90.55	89.04	89.64	89.61	89.23	89.65	90.47	90.43	89.56	90.77	89.71	89.95	89.45	90.43

Size of the All data:  (144, 29)
Size of the Sig data:  (23, 34)

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
14	372	40	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	90.11	91.02	92.17	91.82	89.62	89.97	92.18	92.54	90.89	92.86	91.19	89.05	90.28	92.58	89.71	90.87	91.98	90.80	89.60	88.94	91.46	93.33	91.29	91.14	91.76	90.58
21	372	40	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	88.86	91.30	91.96	93.26	92.34	90.36	90.80	90.47	91.71	91.84	93.31	91.14	89.47	92.72	92.19	92.21	93.14	94.42	93.10	89.85	91.13	92.28	92.81	89.91	90.37	91.57
16	372	40	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	91.32	90.94	88.96	89.78	91.47	92.81	92.99	90.67	91.38	90.38	91.65	89.87	90.05	91.69	90.76	90.35	92.05	91.48	91.93	92.56	92.52	91.93	92.40	92.67	93.18	91.37
19	372	40	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	92.31	91.24	92.30	90.99	92.65	90.16	90.68	90.14	91.48	91.56	91.04	90.64	92.74	93.02	91.99	89.77	91.34	92.29	91.61	91.32	91.46	91.65	93.74	92.46	91.91	91.58
2	372	40	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	93.08	90.91	92.50	91.80	90.81	92.02	93.26	90.32	92.52	91.03	93.09	93.63	92.08	92.93	92.27	89.72	93.46	91.02	91.05	90.76	91.25	93.32	92.83	91.90	92.11	90.78
8	372	40	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	92.47	91.32	90.96	90.58	92.04	90.33	92.76	90.93	92.87	91.95	91.98	92.30	92.27	92.87	91.74	93.75	92.40	92.56	92.80	92.59	91.62	93.50	93.67	90.90	91.76	93.32
22	372	40	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	92.05	93.65	93.03	91.67	93.19	89.74	91.60	88.34	94.09	91.53	91.82	93.81	91.60	91.55	90.83	92.74	91.93	92.02	92.23	91.64	92.59	91.35	91.84	91.10	92.57	90.32
5	372	40	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	90.41	92.05	92.80	91.74	93.08	91.03	91.09	89.93	91.87	91.96	93.10	90.07	90.35	91.72	92.07	91.55	91.62	92.83	91.38	92.46	93.41	93.47	92.61	92.14	92.36	91.86
7	372	40	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	93.51	91.76	92.99	89.95	91.44	91.44	91.15	92.48	90.27	92.19	90.84	91.05	92.79	92.82	91.86	92.41	92.00	90.00	94.13	91.26	93.10	92.47	92.44	93.25	92.42	90.96
18	372	40	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	92.14	91.87	92.39	90.94	90.33	93.86	93.20	91.04	90.38	90.43	93.77	89.96	90.65	92.33	92.60	90.59	93.09	91.75	92.67	90.24	91.92	92.98	91.69	91.51	93.28	92.48
20	372	40	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	91.36	93.61	90.42	91.07	91.51	90.70	91.47	89.87	91.33	92.12	88.78	91.48	90.31	91.89	93.01	91.95	92.10	92.54	92.09	89.87	92.20	91.11	92.11	91.68	92.51	91.99
11	372	40	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	95.32	92.28	93.53	91.63	93.38	91.13	91.84	92.42	93.03	92.39	94.26	92.97	92.91	92.30	92.83	92.49	92.44	93.55	93.71	93.07	93.10	92.84	93.02	93.86	92.88	90.88
0	372	40	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	92.80	93.38	93.06	91.62	89.99	91.60	90.84	91.36	90.53	90.91	90.70	91.83	89.89	93.95	90.32	91.82	90.20	92.14	92.35	91.84	91.91	92.10	94.94	90.86	91.94	90.98
17	372	40	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	93.04	93.47	91.98	94.18	90.71	91.30	92.85	90.90	91.64	92.72	92.01	92.00	90.65	91.81	90.27	92.71	93.15	92.54	93.10	91.79	93.88	92.43	93.60	90.90	92.34	91.70
10	372	40	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	92.63	92.51	93.28	90.81	90.74	92.47	92.14	91.70	90.06	92.73	93.23	91.05	91.31	90.00	91.10	92.75	91.44	90.18	93.29	92.42	93.67	93.01	94.74	93.07	92.88	92.93
3	372	40	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	91.98	94.06	92.66	91.75	93.56	91.73	92.61	92.53	91.69	92.25	92.26	92.16	91.68	93.23	92.95	92.94	91.59	93.21	93.07	92.12	93.00	92.14	93.47	93.15	92.51	92.48
4	372	40	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	91.56	92.67	93.37	90.31	92.29	91.02	90.64	91.68	91.98	92.34	91.81	91.03	92.62	91.98	91.68	90.78	92.38	91.92	93.70	92.34	94.32	93.20	92.80	93.42	92.87	93.58
12	372	40	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	92.29	92.04	92.78	91.48	93.13	90.93	92.60	90.58	91.10	93.67	92.40	92.86	93.37	92.75	91.54	91.96	92.13	93.61	92.79	92.18	92.87	94.32	93.46	92.84	93.25	93.02
13	372	40	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	92.25	92.21	92.85	91.04	91.25	92.54	92.94	92.92	91.69	91.95	92.15	92.50	91.36	91.07	92.02	92.05	93.78	92.49	94.00	91.50	92.10	92.52	92.35	92.77	93.58	91.22
15	372	40	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	91.63	93.18	93.62	92.05	93.37	93.18	90.98	91.60	92.02	92.48	90.06	91.86	91.65	92.40	93.06	91.42	90.25	92.81	93.02	92.44	92.46	94.22	92.47	93.66	91.65	90.17
1	372	40	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	91.80	92.24	91.98	93.02	92.97	92.77	92.48	90.13	91.30	90.71	93.81	92.00	92.60	93.25	90.92	91.45	92.59	91.84	93.37	91.93	94.22	92.67	92.96	93.23	92.84	92.90
6	372	40	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	90.39	91.73	93.97	91.24	92.08	91.93	92.57	92.17	90.36	91.17	93.82	90.42	92.48	93.17	91.69	93.24	92.64	93.11	93.24	93.07	93.16	92.66	92.34	91.29	92.78	92.92
9	372	40	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	93.23	93.68	92.18	91.90	93.12	91.95	93.36	92.00	91.66	89.18	92.89	94.11	93.44	91.84	93.82	92.24	91.06	92.59	91.41	92.24	93.66	93.11	94.35	94.04	92.57	91.34

Size of the test data:  (23, 34)

Average & Std Deviation of the Significant rows:

	mean	std
mAP_valid_abs_values_12	90.714348	0.522118
mAP_valid_abs_values_20	90.463913	0.693029
mAP_valid_abs_values_19	90.417826	0.581792
mAP_valid_abs_values_22	90.320435	0.887742
mAP_valid_abs_values_11	90.300000	0.836475
mAP_valid_abs_values_13	90.229130	0.863702
mAP_valid_abs_values_6	90.158261	0.611545
mAP_valid_abs_values_16	89.963478	0.640849
mAP_valid_abs_values_25	89.907391	0.745826
mAP_valid_abs_values_2	89.897391	0.769617
mAP_valid_abs_values_8	89.844783	0.860232
mAP_valid_abs_values_14	89.816957	0.719605
mAP_valid_abs_values_24	89.794783	0.898159
mAP_valid_abs_values_21	89.789130	0.853309
mAP_valid_abs_values_18	89.776522	0.732155
mAP_valid_abs_values_4	89.747826	0.672803
mAP_valid_abs_values_7	89.699565	0.702000
mAP_valid_abs_values_17	89.692609	0.861496
mAP_valid_abs_values_3	89.623478	0.531521
mAP_valid_abs_values_15	89.606087	0.583498
mAP_valid_abs_values_26	89.562609	0.943071
mAP_valid_abs_values_10	89.503478	0.568112
mAP_valid_abs_values_9	89.491739	0.632496
mAP_valid_abs_values	89.448696	0.953469
mAP_valid_abs_values_5	89.364783	0.612854
mAP_valid_abs_values_23	89.252174	1.041040

We then apply the hyperparameters to the test set and average the results.

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_40bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)

	mean	std
mAP_test_abs_values_23	92.953478	0.934260
mAP_test_abs_values_22	92.722174	0.814823
mAP_test_abs_values_21	92.652609	0.954564
mAP_test_abs_values_19	92.593043	1.074377
mAP_test_abs_values_25	92.448696	0.693766
mAP_test_abs_values_3	92.423478	1.111578
mAP_test_abs_values_14	92.342174	0.852291
mAP_test_abs_values_2	92.309565	0.988040
mAP_test_abs_values_24	92.250000	1.147547
mAP_test_abs_values_18	92.247826	1.069120
mAP_test_abs_values_11	92.172609	1.344177
mAP_test_abs_values_17	92.120000	0.912469
mAP_test_abs_values_7	92.044783	0.923663
average_map	92.040585	0.427225
mAP_test_abs_values	92.023478	1.320608
mAP_test_abs_values_5	91.959565	1.195075
mAP_test_abs_values_16	91.815652	1.073519
mAP_test_abs_values_15	91.792609	1.021858
mAP_test_abs_values_26	91.779565	1.002454
mAP_test_abs_values_10	91.754348	0.994836
mAP_test_abs_values_20	91.670870	1.084686
mAP_test_abs_values_12	91.643043	1.327624
mAP_test_abs_values_13	91.589130	1.191443
mAP_test_abs_values_9	91.558696	0.962560
mAP_test_abs_values_6	91.520435	1.086150
mAP_test_abs_values_4	91.505652	1.012705
mAP_test_abs_values_8	91.161739	1.125206

Code

def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid_mwu_40['id'] = res_valid_mwu_40.index.to_series().apply(extract_number)
res_test_mwu_40['id'] = res_test_mwu_40.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_40,res_test_mwu_40])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_40 = res_test_mwu_40.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_40 =  res_valid_mwu_40.reset_index(drop=True)
res_valid_mwu_40.columns = ['valid_score', 'std', 'id']
res_valid_mwu_40 = res_valid_mwu_40[['valid_score', 'id']]

res_test_mwu_40.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_40 = res_test_mwu_40[['test_score', 'id']]


result_merged_mwu_40 = pd.merge(res_valid_mwu_40,res_test_mwu_40,on='id')


result_merged_mwu_40.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_40 = result_merged_mwu_40[['id','valid_score','test_score']]

html_table = result_merged_mwu_40.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

	id	valid_score	test_score
0	12	90.714348	91.643043
1	20	90.463913	91.670870
2	19	90.417826	92.593043
3	22	90.320435	92.722174
4	11	90.300000	92.172609
5	13	90.229130	91.589130
6	6	90.158261	91.520435
7	16	89.963478	91.815652
8	25	89.907391	92.448696
9	2	89.897391	92.309565
10	8	89.844783	91.161739
11	14	89.816957	92.342174
12	24	89.794783	92.250000
13	21	89.789130	92.652609
14	18	89.776522	92.247826
15	4	89.747826	91.505652
16	7	89.699565	92.044783
17	17	89.692609	92.120000
18	3	89.623478	92.423478
19	15	89.606087	91.792609
20	26	89.562609	91.779565
21	10	89.503478	91.754348
22	9	89.491739	91.558696
23	1	89.448696	92.023478
24	5	89.364783	91.959565
25	23	89.252174	92.953478

Code

#%%

layer_vsn = 'v3_layers_40_56'

dt_valid  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")



output_size = 56

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
4	372	56	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	86.71	88.93	86.95	87.46	86.98	87.96	85.88	89.33	87.51	87.08	88.67	87.22	87.34	87.75	89.57	89.55	90.00	87.76	89.35	88.04	89.29	87.50	86.91	86.12	86.75	87.43
5	372	56	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	87.61	86.86	87.14	88.05	87.20	87.52	89.06	88.03	88.63	87.24	88.52	89.43	87.93	88.24	89.25	87.20	88.39	89.02	87.79	88.71	89.19	87.78	87.83	88.06	87.40	87.44
6	372	56	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	87.05	88.27	88.75	87.41	87.73	87.51	86.65	89.44	42.66	87.90	89.95	88.49	88.29	42.66	88.03	87.89	88.47	87.81	89.46	87.75	88.42	88.36	89.08	87.74	88.17	88.16
7	372	56	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	87.19	89.12	88.51	87.37	88.11	88.23	87.84	88.23	89.21	87.82	89.13	88.50	88.35	87.86	87.80	88.20	88.28	89.27	88.36	88.73	88.88	87.46	89.48	88.04	87.17	88.06
12	372	56	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	87.28	87.54	85.77	87.77	88.09	86.01	86.95	87.32	88.22	86.67	86.61	87.61	87.48	87.80	87.94	89.06	88.05	88.33	87.67	87.09	88.41	89.02	88.60	88.11	87.75	88.25
13	372	56	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	87.66	88.26	87.61	88.95	88.33	87.94	88.22	88.85	89.25	89.67	88.98	87.55	88.41	88.48	89.10	89.02	89.41	89.26	88.94	88.53	88.94	88.85	88.11	87.64	87.68	87.96
14	372	56	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	85.08	88.88	86.62	42.66	42.66	42.66	88.09	90.16	87.18	89.15	89.33	88.98	86.97	87.66	88.78	89.23	89.04	89.92	87.85	89.80	88.66	88.51	86.78	89.26	87.36	88.03
15	372	56	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	88.07	86.86	89.33	88.16	88.16	89.08	86.72	88.60	87.07	88.48	88.83	88.27	88.59	86.93	88.74	89.45	89.32	89.42	88.07	89.98	89.21	88.58	84.44	86.75	88.87	88.28
20	372	56	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	86.79	87.68	84.22	89.50	86.37	88.58	88.19	87.29	89.23	87.84	88.69	90.12	87.66	88.73	87.58	88.55	87.01	87.64	87.64	88.17	89.14	88.78	88.58	87.23	87.70	87.48
21	372	56	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	86.40	87.34	89.86	88.66	87.57	89.71	90.38	88.64	87.32	87.78	88.55	90.68	88.35	86.86	87.46	86.60	86.97	86.72	87.63	42.66	87.92	89.53	89.41	87.49	88.59	91.26
22	372	56	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	88.70	87.28	88.12	88.97	90.05	87.71	87.72	90.69	89.79	89.97	88.20	89.35	88.53	89.13	89.36	87.79	88.87	88.05	91.67	88.32	87.62	89.44	86.97	87.83	88.08	88.92
23	372	56	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	88.30	89.03	86.79	89.17	87.81	88.41	87.37	90.41	88.17	88.40	88.33	89.21	89.74	89.49	88.61	87.10	87.70	90.31	89.29	89.21	87.74	89.19	88.39	86.51	88.85	90.00
28	372	56	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	87.73	88.69	86.56	87.77	86.48	87.53	87.42	87.56	86.59	87.50	89.32	88.65	87.66	87.82	87.67	86.60	89.28	87.47	89.23	88.73	88.21	88.19	87.03	87.73	88.20	87.71
29	372	56	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	87.38	88.58	87.37	88.30	88.65	89.48	89.15	88.66	88.45	88.56	89.67	90.58	89.55	89.48	88.08	89.90	88.80	91.48	90.52	90.60	87.44	87.92	89.60	89.60	90.25	88.52
30	372	56	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	87.50	87.89	85.98	85.38	86.61	88.55	87.07	89.95	89.87	88.77	87.39	89.72	89.79	88.34	87.66	89.33	87.34	87.28	87.69	89.12	87.65	89.08	88.44	88.48	89.80	88.87
31	372	56	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	85.83	87.42	87.51	88.70	89.28	88.50	89.06	89.26	89.26	89.27	88.12	88.97	87.51	88.93	87.90	89.87	88.54	90.00	87.97	90.22	88.36	88.97	89.95	88.93	86.80	88.17
36	372	56	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	86.73	88.65	86.73	88.68	86.38	89.04	89.34	89.41	86.90	88.98	88.40	88.90	87.82	86.02	88.33	87.23	87.95	87.96	87.73	89.48	91.02	87.36	88.15	88.62	84.80	90.26
37	372	56	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	86.81	87.68	87.39	88.84	87.33	87.44	88.05	89.43	87.81	87.32	87.60	88.40	89.76	88.68	88.17	89.34	89.23	89.58	88.80	88.90	87.82	89.67	87.35	88.87	87.95	86.73
38	372	56	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	87.54	88.44	88.19	89.23	88.13	90.35	87.39	87.54	90.32	88.80	90.74	89.54	87.79	88.99	88.18	89.09	87.37	88.41	88.93	88.54	88.24	87.33	88.67	87.69	88.76	88.90
39	372	56	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	87.45	89.04	89.20	90.17	88.84	89.02	88.82	88.23	89.97	89.59	89.37	89.15	87.02	88.36	86.97	91.10	86.96	89.56	88.71	89.04	89.01	88.85	89.22	88.13	88.74	89.24
44	372	56	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	88.00	88.81	88.68	88.41	87.51	89.14	87.96	88.28	88.49	89.34	88.88	88.88	89.24	88.71	87.77	87.39	87.99	88.85	88.54	89.12	88.59	89.66	88.62	89.06	88.59	86.69
45	372	56	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	87.97	88.97	88.01	88.92	88.02	87.85	87.68	90.96	89.17	88.76	89.97	88.36	87.12	88.72	88.60	88.21	89.48	88.60	88.07	89.29	88.60	89.04	87.70	87.72	88.98	88.32
46	372	56	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	87.59	85.48	88.47	88.39	88.46	89.78	86.73	88.91	88.05	89.19	90.21	88.39	89.24	88.58	89.33	89.71	89.10	88.61	88.43	89.26	88.06	88.22	88.99	88.71	88.59	89.40
47	372	56	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	86.76	88.48	87.67	89.21	89.54	88.01	89.74	88.85	88.47	88.43	88.63	89.38	88.35	88.83	89.92	89.88	88.52	86.98	88.85	89.27	90.00	89.26	88.37	89.19	89.75	88.79
52	372	56	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	85.78	87.17	85.49	90.45	88.20	89.56	88.30	89.53	89.90	88.11	88.17	88.92	87.59	88.18	89.29	88.48	89.72	89.28	89.00	88.43	88.12	89.66	89.29	88.06	88.22	88.94
53	372	56	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	89.29	87.30	88.76	87.98	87.52	88.25	89.15	90.46	88.51	88.51	88.76	89.43	89.95	88.37	91.30	91.73	89.39	88.16	88.93	89.18	87.72	89.03	89.03	88.03	89.16	87.87
54	372	56	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	87.30	88.44	88.01	88.79	86.83	88.65	88.71	87.90	87.83	88.74	89.98	89.69	89.56	89.94	88.22	88.87	88.11	88.73	89.09	90.13	86.68	87.36	88.91	87.71	88.54	88.71
55	372	56	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	86.79	87.99	87.55	87.60	87.38	89.80	86.18	89.38	89.70	89.46	89.85	88.88	89.64	89.72	89.05	88.83	88.78	88.94	89.14	88.53	89.25	87.98	87.81	88.46	88.37	87.99
60	372	56	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	86.27	88.62	86.96	88.91	86.84	89.26	88.38	89.83	88.58	87.74	88.70	89.26	88.57	89.04	88.89	89.28	87.80	90.09	88.46	89.95	89.54	87.51	87.23	88.22	87.12	88.97
61	372	56	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	88.94	89.26	87.68	89.52	88.20	89.37	88.08	89.12	88.07	87.00	89.68	88.03	88.68	88.24	88.48	89.28	89.04	89.82	86.93	88.92	89.44	89.12	89.41	86.25	87.32	87.94
62	372	56	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	90.10	85.76	86.79	89.13	87.89	87.13	88.39	88.41	87.68	89.06	89.63	89.09	87.57	90.76	89.41	88.47	87.78	88.25	88.03	89.01	87.44	91.29	88.76	88.05	88.46	87.64
63	372	56	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	87.91	88.51	86.66	88.34	88.03	88.59	87.81	88.47	89.12	88.72	88.18	89.50	89.52	89.31	89.72	88.88	89.34	88.04	89.37	89.29	88.47	88.68	88.31	87.32	89.13	89.16
68	372	56	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	84.85	87.61	86.37	87.40	87.51	88.67	89.49	89.00	88.88	88.25	89.57	88.96	89.64	87.59	88.55	87.87	88.98	86.58	88.51	89.12	87.54	89.16	87.88	88.95	88.04	88.23
69	372	56	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	87.14	89.51	87.27	87.36	89.02	88.31	88.44	88.93	89.27	86.38	88.94	88.77	87.02	90.47	88.76	90.41	87.74	89.55	89.17	87.76	88.08	88.69	87.83	87.80	88.13	89.45
70	372	56	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	88.80	87.39	88.20	89.20	89.33	88.82	88.79	88.12	88.68	90.00	90.26	89.64	86.85	88.19	86.82	89.19	87.48	88.69	88.22	88.89	88.89	88.06	88.15	88.46	87.97	89.44
71	372	56	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	88.21	88.97	87.52	88.83	87.48	89.10	86.57	89.04	87.92	88.58	87.84	89.03	89.09	88.31	88.95	89.62	87.67	89.08	89.51	89.86	88.69	87.90	89.49	87.68	88.45	89.90
76	372	56	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	87.41	87.08	87.24	87.61	85.94	87.96	87.34	87.33	87.55	87.97	88.96	87.66	82.88	88.24	88.75	87.01	86.85	89.46	87.41	88.27	87.81	87.84	87.62	88.13	86.88	87.09
77	372	56	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	88.34	87.75	87.90	88.47	87.93	87.70	88.58	88.16	88.80	89.69	90.56	87.76	89.29	88.07	88.33	89.77	89.89	86.77	90.32	88.72	87.44	87.75	87.10	87.43	89.07	87.65
78	372	56	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	87.87	88.16	89.31	88.64	87.12	89.46	88.96	89.80	88.52	88.42	90.04	89.60	89.05	89.32	87.85	89.75	89.15	88.75	90.11	88.94	89.36	87.96	88.40	91.19	88.93	91.39
79	372	56	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	87.38	88.08	86.17	87.98	87.54	88.10	88.68	88.12	89.63	88.01	87.88	90.31	89.40	87.30	88.75	86.29	89.24	89.18	88.18	88.79	88.31	89.31	88.31	88.61	89.30	88.98
84	372	56	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	86.13	85.55	86.85	88.35	88.85	87.80	87.65	87.94	87.50	88.96	89.12	88.33	87.98	88.93	87.21	87.64	89.30	87.82	88.21	88.97	88.89	87.55	88.53	87.91	88.47	87.86
85	372	56	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	87.59	87.10	88.28	89.32	90.06	88.99	89.91	89.77	90.13	87.89	89.03	90.13	89.19	87.53	88.51	88.53	89.15	88.27	88.29	88.18	89.41	89.49	89.77	88.17	88.11	87.57
86	372	56	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	87.07	88.14	87.55	86.42	89.47	88.54	87.49	89.66	89.31	87.43	88.99	89.53	88.91	88.56	88.23	88.19	88.52	89.85	89.50	88.78	88.20	89.00	88.15	89.00	88.30	88.30
87	372	56	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	88.64	90.14	88.75	89.35	89.67	87.58	89.14	87.94	89.69	89.00	88.76	88.87	89.01	88.70	89.25	89.13	88.24	87.12	88.85	88.87	89.44	88.42	89.16	89.84	89.08	87.29
92	372	56	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	87.09	87.89	88.12	86.92	85.65	87.84	88.73	87.44	88.24	42.66	88.31	88.96	87.24	87.29	88.83	86.77	87.68	87.52	87.07	88.77	87.34	87.76	88.91	89.24	88.08	87.23
93	372	56	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	87.40	89.03	86.51	90.26	88.19	89.46	88.44	89.91	88.63	87.60	88.93	88.05	88.17	89.77	88.66	88.57	88.38	89.42	89.16	89.67	89.22	88.74	88.62	89.03	88.25	89.78
94	372	56	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	86.31	87.47	87.09	87.71	89.32	89.71	89.57	87.66	87.71	87.64	88.93	89.18	88.32	88.42	89.08	90.97	87.24	88.21	87.78	88.45	87.95	87.49	88.20	89.18	89.05	88.40
95	372	56	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	87.78	88.88	89.84	88.07	87.16	90.00	89.50	89.34	89.11	90.43	90.49	89.32	88.94	87.76	88.17	90.30	88.94	88.91	89.85	89.69	89.55	89.43	89.48	89.06	89.59	89.95
100	372	56	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	87.56	86.63	86.50	88.74	88.77	87.50	89.15	88.19	88.18	87.86	88.24	88.60	88.39	88.89	86.58	88.99	89.04	86.71	89.68	88.83	89.53	89.36	88.40	87.62	88.01	87.75
101	372	56	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	87.59	88.76	87.69	87.87	90.00	88.67	88.86	88.67	88.87	87.14	88.81	88.37	89.27	87.99	88.83	90.50	88.72	88.82	89.53	89.50	87.81	88.39	88.60	89.88	90.48	86.96
102	372	56	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	88.08	87.86	87.88	88.31	88.14	89.01	88.31	88.98	89.02	88.87	88.79	87.61	89.69	89.12	89.06	89.84	89.25	88.74	87.62	89.37	89.18	89.37	88.61	87.28	90.23	88.15
103	372	56	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	88.75	88.87	88.10	89.24	88.51	88.65	89.20	89.18	87.82	89.00	89.58	88.72	87.42	88.22	89.37	88.89	88.63	89.33	88.16	90.26	89.85	87.43	90.21	87.50	88.94	88.05
108	372	56	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	89.07	88.62	89.40	88.26	86.91	88.10	86.60	88.87	88.21	88.60	87.82	88.61	89.19	87.29	87.60	88.67	88.44	88.24	88.56	88.34	89.00	88.34	87.67	89.35	88.84	89.20
109	372	56	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	87.59	89.23	89.84	88.13	87.68	88.36	88.77	89.31	90.93	87.87	88.66	88.91	90.16	88.74	89.07	89.84	89.21	88.65	87.72	88.75	87.78	88.71	87.74	88.01	88.58	87.93
110	372	56	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	88.30	89.65	88.83	88.94	88.52	87.53	88.01	89.40	89.40	88.60	88.23	88.57	89.10	87.16	87.22	89.69	89.17	90.44	89.28	88.99	88.42	89.70	87.31	88.54	89.72	89.68
111	372	56	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	88.55	89.43	90.06	89.54	87.77	88.05	87.80	89.56	90.19	87.63	90.47	89.56	88.53	87.95	88.62	90.22	90.72	90.30	90.94	89.35	87.59	89.11	87.19	88.41	88.90	90.06
116	372	56	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	85.38	88.24	87.15	88.44	88.00	89.02	86.31	87.62	88.35	88.42	88.45	90.07	87.93	88.01	88.54	88.09	89.46	87.19	88.37	87.77	88.42	87.19	85.88	86.91	89.07	86.65
117	372	56	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	87.72	89.49	88.89	88.58	88.63	89.25	88.25	87.48	88.12	88.03	88.73	90.46	88.30	88.56	88.67	89.05	89.57	88.53	88.97	90.20	88.26	89.15	87.85	88.17	87.93	88.99
118	372	56	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	88.24	89.01	87.92	89.13	88.04	89.14	88.99	89.24	88.46	88.84	89.07	89.26	89.68	87.52	88.33	91.99	89.16	90.04	87.58	90.06	90.01	89.21	88.10	88.31	89.63	87.93
119	372	56	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	87.07	90.14	87.74	88.40	86.52	89.77	87.37	89.52	88.99	88.85	88.89	90.72	90.48	88.22	88.18	88.85	88.94	87.83	88.74	89.58	89.05	88.76	88.75	88.21	89.14	88.62
124	372	56	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	87.72	86.92	87.20	89.17	42.66	87.62	87.28	88.72	87.37	88.96	89.02	88.54	88.23	88.42	87.49	90.19	89.31	87.64	88.04	88.94	88.03	87.44	86.97	88.36	87.05	88.97
125	372	56	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	86.00	89.85	86.47	89.37	88.19	89.05	89.68	88.44	87.34	89.96	89.40	88.00	88.89	88.16	87.77	89.75	87.49	89.05	88.89	88.28	88.29	89.53	88.31	87.91	88.84	89.49
126	372	56	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	88.07	89.15	87.67	90.61	89.26	89.11	89.46	88.19	88.84	88.77	89.80	88.21	88.44	87.65	87.42	89.60	90.27	88.63	87.84	87.95	87.58	88.28	89.20	88.36	88.55	89.33
127	372	56	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	88.43	89.00	87.40	88.62	87.53	89.56	89.74	89.25	88.23	88.41	88.38	86.83	88.87	89.19	87.97	89.08	88.62	88.77	88.24	88.31	88.37	90.50	86.99	87.52	89.57	87.55
132	372	56	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	86.04	87.40	87.69	87.96	87.20	88.53	89.22	88.89	89.41	89.25	88.42	87.80	88.58	91.04	88.20	88.29	88.95	89.77	88.56	88.80	88.49	89.71	87.86	89.48	86.54	87.19
133	372	56	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	88.64	89.28	88.21	88.62	87.94	87.28	87.83	89.91	89.06	88.24	89.35	87.62	88.40	88.66	88.12	89.13	88.86	88.79	89.15	87.84	88.59	89.20	88.41	88.02	89.06	88.28
134	372	56	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	86.46	86.89	87.02	89.30	87.55	87.62	87.85	89.42	89.50	90.29	89.71	88.87	88.95	89.20	88.85	88.89	88.40	88.52	88.05	89.48	87.50	87.46	87.62	89.06	89.40	88.23
135	372	56	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	88.77	89.74	87.06	88.53	89.11	87.70	88.00	89.99	87.97	87.87	88.56	89.95	88.60	90.07	88.53	90.72	88.54	88.18	88.20	89.10	88.90	89.03	86.84	88.11	90.74	87.31
140	372	56	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	86.05	88.84	87.39	90.11	86.79	89.14	87.65	88.92	87.58	86.86	87.76	88.81	87.87	87.36	89.41	88.72	88.50	88.47	89.12	88.43	89.27	89.43	88.30	88.66	87.57	87.38
141	372	56	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	88.83	89.33	86.95	89.80	86.91	89.18	88.93	88.09	87.60	87.59	89.19	90.01	89.73	87.66	88.64	88.56	89.15	90.66	90.66	89.47	89.37	89.41	89.09	89.08	88.16	89.16
142	372	56	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	86.16	89.56	88.91	88.81	88.69	89.66	88.69	90.10	87.72	88.67	89.50	89.09	88.97	89.32	89.81	90.38	88.77	89.21	88.10	88.73	89.55	87.81	88.04	87.69	89.60	87.76
143	372	56	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	87.07	87.73	89.18	90.23	89.89	89.01	88.09	89.27	88.40	88.71	89.44	88.60	87.61	89.95	88.34	88.54	88.30	88.49	87.30	89.08	88.05	88.09	89.03	88.50	87.53	86.97
148	372	56	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	89.36	89.44	90.32	89.73	89.41	90.75	88.54	88.83	88.70	89.56	90.55	90.54	89.48	90.67	90.25	89.87	90.47	89.59	90.28	90.74	90.77	90.30	90.34	89.12	88.83	89.91
149	372	56	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	89.61	90.78	89.32	89.28	88.75	91.14	88.31	89.82	89.96	88.96	90.31	89.96	89.97	89.20	89.19	89.71	90.35	89.51	90.71	89.93	89.57	90.27	90.75	89.47	89.83	89.26
150	372	56	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	89.48	89.57	89.63	89.55	89.95	90.93	89.72	91.33	90.48	90.07	90.91	90.73	90.75	90.25	89.57	90.79	89.68	90.02	90.48	90.68	88.81	89.83	89.22	89.52	89.24	88.60
151	372	56	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	90.18	89.39	88.92	90.17	89.35	90.61	91.04	90.95	89.51	89.25	90.63	90.53	90.85	91.10	90.21	89.07	89.62	88.82	90.62	90.18	89.51	91.19	89.80	91.23	90.95	90.11
156	372	56	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	89.94	88.58	90.10	88.86	88.73	90.04	89.04	90.50	89.81	89.39	89.83	88.94	91.41	89.45	89.19	88.30	91.25	89.17	91.33	89.95	90.45	91.23	90.32	89.84	89.56	87.88
157	372	56	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	87.56	89.73	88.84	89.32	89.14	89.44	90.59	90.08	89.43	88.65	90.63	89.08	89.44	88.77	89.25	89.48	90.23	88.98	89.73	91.12	89.61	89.60	88.76	90.42	90.03	89.95
158	372	56	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	89.56	90.38	89.87	89.73	89.81	90.58	90.43	89.16	89.37	89.75	90.73	89.01	90.38	89.04	90.79	90.90	89.94	89.64	89.71	90.66	90.33	91.28	89.53	90.00	90.74	89.87
159	372	56	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	90.17	90.45	88.66	89.03	88.65	90.69	88.35	88.69	89.90	89.20	91.40	90.05	89.51	89.47	89.60	89.68	89.41	91.06	90.73	91.36	89.14	89.35	90.32	90.41	88.84	90.46
164	372	56	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	90.75	89.38	88.34	89.96	89.56	91.09	90.32	89.43	91.29	89.36	91.48	90.21	89.48	89.91	89.61	90.13	89.72	89.79	90.24	89.74	89.96	90.62	88.20	89.67	89.63	89.49
165	372	56	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	88.62	91.02	88.79	90.07	89.32	89.41	90.97	89.29	90.08	89.53	90.69	90.32	90.33	90.68	89.68	90.73	90.00	90.15	90.44	89.21	90.30	89.79	88.63	90.31	90.35	88.92
166	372	56	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	89.98	90.30	89.93	89.62	90.44	89.60	89.62	90.70	90.94	90.78	90.18	90.21	90.59	88.64	89.30	91.01	91.36	90.17	91.03	89.51	91.63	91.53	88.77	90.01	88.57	89.31
167	372	56	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	88.02	89.29	88.74	89.31	88.41	90.78	88.72	89.89	90.57	89.10	90.79	89.17	90.15	90.89	91.11	91.43	91.26	90.11	89.69	88.77	90.01	90.63	88.29	88.58	88.88	90.19
172	372	56	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	89.65	89.74	88.21	89.42	89.98	89.08	88.94	90.53	89.71	89.53	88.95	89.18	90.08	89.09	89.21	90.38	89.64	90.19	91.26	89.82	90.83	90.28	90.29	90.36	90.54	89.21
173	372	56	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	90.38	90.21	88.60	89.03	88.28	89.92	91.04	89.93	89.50	90.08	91.42	89.46	90.51	89.02	88.41	89.97	90.47	89.38	88.91	91.17	89.95	90.32	88.71	88.51	90.44	90.05
174	372	56	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	88.54	89.73	88.91	90.26	88.70	91.30	89.52	90.01	90.19	89.70	90.71	91.93	89.83	88.90	89.32	90.34	90.25	90.72	89.98	90.96	92.03	91.58	89.89	89.13	89.95	90.33
175	372	56	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	89.57	89.09	89.59	89.60	89.91	91.28	88.94	90.41	89.85	89.80	91.58	90.58	91.92	88.74	89.57	90.22	90.47	88.65	90.90	89.88	87.97	89.85	90.30	88.65	91.07	90.31
180	372	56	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	89.92	88.18	89.39	89.01	89.63	90.86	90.26	89.55	88.99	88.95	90.55	89.92	89.66	89.49	90.56	90.50	89.22	88.88	90.44	89.91	90.06	90.37	90.82	88.90	89.76	89.70
181	372	56	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	88.60	89.52	89.77	89.11	89.22	90.18	89.40	88.59	88.52	89.98	91.12	90.88	89.08	88.47	89.75	89.40	89.09	89.60	90.58	89.74	91.24	91.48	90.88	89.41	91.00	90.88
182	372	56	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	90.44	89.63	91.12	89.68	88.67	90.68	89.91	90.80	89.24	90.60	90.72	90.91	90.99	90.27	89.14	90.15	90.18	89.49	89.16	90.71	88.92	90.85	89.80	89.52	90.88	88.96
183	372	56	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	89.36	89.86	90.03	89.87	90.54	91.04	90.48	90.44	88.76	90.08	90.98	91.12	91.39	88.61	89.17	90.29	89.20	90.15	89.92	90.59	89.46	91.09	90.25	89.91	88.06	90.08
188	372	56	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	89.31	90.33	89.25	91.18	90.05	90.48	89.00	91.13	89.88	88.92	90.42	90.15	89.67	90.42	89.71	91.16	90.52	89.14	90.43	91.27	90.06	90.89	89.93	89.44	90.25	91.05
189	372	56	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	89.68	89.50	89.75	90.14	91.14	91.04	88.90	89.89	89.54	88.66	90.54	90.72	91.27	89.42	88.36	89.18	90.61	88.89	90.38	89.62	88.90	90.56	88.85	90.59	90.66	89.92
190	372	56	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	89.24	89.62	90.32	89.64	88.94	89.31	89.53	90.08	88.42	89.65	89.91	90.44	89.22	89.19	90.55	90.05	88.68	90.30	89.92	89.95	89.58	89.81	89.94	91.47	89.79	88.86
191	372	56	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	87.61	90.22	89.78	88.47	89.57	89.88	89.23	89.58	88.93	90.27	89.89	91.08	90.69	88.83	88.46	90.26	89.92	90.25	90.14	89.94	90.40	91.45	89.43	89.29	88.70	91.06
196	372	56	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	91.13	88.66	89.21	89.06	89.77	89.38	90.68	89.39	89.30	89.30	89.02	90.27	89.38	89.65	90.26	89.84	89.91	90.33	89.76	89.98	89.56	89.88	89.98	90.76	90.42	89.06
197	372	56	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	88.01	89.43	88.66	88.93	89.11	90.41	87.97	89.31	88.34	88.37	90.26	90.30	90.21	89.49	89.57	90.70	89.88	91.27	89.50	89.59	90.39	89.31	89.54	89.00	89.42	89.92
198	372	56	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	88.10	90.55	89.19	88.81	89.38	88.35	89.22	90.19	88.69	90.60	90.99	88.10	89.54	89.70	89.25	88.83	90.44	89.93	89.26	89.45	89.73	89.00	89.58	89.14	88.25	87.48
199	372	56	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	89.84	88.43	89.56	89.44	89.77	90.94	88.25	89.79	88.47	88.96	89.58	89.36	89.25	89.69	89.09	90.42	89.24	90.00	90.78	91.11	89.90	90.97	89.11	89.86	88.37	88.92
204	372	56	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	89.20	89.69	89.53	89.44	89.19	90.46	88.86	91.02	89.65	89.93	89.93	90.40	91.53	89.51	89.05	87.42	89.89	89.18	89.56	90.04	91.34	90.33	88.16	88.16	89.76	89.93
205	372	56	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	89.67	90.43	89.99	89.59	89.45	91.22	90.82	89.95	89.83	89.33	90.71	89.82	89.89	89.45	89.39	89.57	89.31	89.88	89.19	89.98	89.37	89.62	87.21	88.65	90.35	88.59
206	372	56	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	89.65	90.65	90.28	89.42	88.25	89.33	89.36	89.87	90.39	89.32	89.94	91.30	90.48	88.50	90.55	89.76	89.42	90.40	90.39	90.03	90.80	91.27	88.92	89.12	90.28	89.85
207	372	56	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	89.66	90.59	87.69	89.93	90.60	91.29	89.57	90.12	89.80	90.60	90.07	90.22	90.83	89.72	90.25	89.53	88.93	89.29	91.11	88.98	90.11	91.06	88.80	89.96	88.99	88.78
212	372	56	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	90.55	90.42	90.03	88.03	89.73	90.17	90.56	90.28	88.80	87.72	90.28	91.45	91.10	90.56	89.28	90.56	89.22	90.71	89.73	91.03	87.99	90.08	89.32	90.78	89.64	88.95
213	372	56	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	89.77	89.84	89.58	90.13	89.04	89.88	88.63	90.53	90.00	88.36	89.99	89.07	90.00	90.06	89.62	89.86	90.44	89.09	89.14	88.65	90.46	90.14	89.22	89.19	88.64	89.41
214	372	56	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	89.69	89.67	89.64	91.07	88.74	89.73	89.21	88.98	89.80	88.26	90.72	91.16	90.08	90.86	88.73	89.20	91.22	88.95	90.08	88.79	90.48	90.21	89.98	88.65	90.15	89.16
215	372	56	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	88.14	90.53	89.38	88.91	90.91	89.74	89.84	89.10	88.68	90.38	90.46	89.45	88.93	90.09	89.80	89.05	89.31	89.39	88.80	89.77	89.90	90.86	90.10	90.08	88.73	89.25
220	372	56	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	90.39	90.96	88.33	89.71	88.87	88.98	89.45	89.83	89.22	89.44	90.74	90.39	89.42	89.90	90.44	89.38	90.25	89.85	90.56	90.45	89.50	89.48	88.75	88.52	89.34	88.91
221	372	56	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	89.27	89.90	89.00	89.83	90.32	89.91	88.93	90.27	89.50	90.04	90.57	90.46	89.60	90.88	88.91	89.00	91.22	89.62	90.12	89.30	90.33	88.72	90.50	88.40	89.42	89.47
222	372	56	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	89.69	91.11	88.86	90.65	88.79	89.58	88.93	90.33	88.97	88.30	90.15	90.42	89.39	89.62	89.73	89.26	89.22	89.06	90.52	90.45	89.29	89.06	90.17	88.69	90.00	89.98
223	372	56	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	88.40	89.70	89.36	90.45	89.02	91.06	88.69	89.98	89.42	89.07	90.70	89.65	90.59	88.63	89.93	89.17	89.89	89.94	90.97	90.69	89.29	89.97	89.42	87.88	89.86	89.88
228	372	56	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	89.29	89.64	88.48	89.49	88.99	89.75	88.44	89.12	89.19	87.86	90.72	91.53	90.82	88.69	90.61	89.97	88.05	90.99	90.16	91.46	88.24	90.05	89.33	89.39	89.16	89.58
229	372	56	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	88.96	89.56	89.38	90.83	90.83	91.15	90.23	89.94	89.58	90.15	90.22	91.35	90.17	89.68	90.37	89.93	89.30	91.01	90.64	91.73	88.64	89.66	89.34	90.32	90.36	89.81
230	372	56	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	88.27	90.17	90.49	89.39	90.61	91.19	90.03	90.00	90.06	89.95	91.39	90.23	90.69	89.41	89.51	90.32	90.06	90.61	90.72	89.04	90.62	90.62	89.00	89.57	89.88	91.62
231	372	56	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	89.21	90.59	88.82	89.64	91.82	89.69	89.92	91.60	89.08	89.93	89.53	89.95	91.72	90.71	88.56	89.58	89.68	89.15	90.23	91.31	89.63	90.64	89.87	90.92	90.46	89.80
236	372	56	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	89.32	89.64	89.51	90.69	89.85	90.85	87.40	89.67	89.72	90.45	90.65	88.57	88.68	89.63	89.60	89.62	90.62	89.40	90.34	90.03	89.32	91.13	88.14	90.60	90.14	89.96
237	372	56	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	89.16	89.88	88.92	89.19	88.35	89.49	89.04	89.56	89.26	89.32	89.38	90.45	90.24	90.19	89.54	90.03	89.43	89.05	90.74	89.57	88.75	90.10	88.65	89.66	89.89	90.16
238	372	56	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	89.43	89.92	89.55	89.00	90.55	91.01	91.53	91.10	89.35	90.20	90.26	90.79	90.14	90.91	89.16	90.05	90.57	90.21	90.89	90.87	91.16	90.66	90.09	89.93	90.28	88.96
239	372	56	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	87.90	88.40	89.40	88.42	89.70	91.16	90.43	89.69	88.60	90.05	88.60	90.59	90.28	90.15	90.15	88.71	90.10	89.98	89.37	90.53	91.25	91.51	90.55	89.49	89.54	89.40
244	372	56	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	88.87	90.25	89.91	90.16	89.64	89.95	90.49	88.80	89.97	89.82	89.87	90.55	90.76	89.28	89.04	89.55	89.30	88.53	90.70	90.86	90.83	90.67	87.69	89.08	90.11	88.04
245	372	56	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	90.65	89.88	90.90	90.74	87.87	90.43	89.93	89.34	90.01	90.42	91.13	91.12	90.06	90.49	90.96	91.02	89.40	90.90	90.14	90.55	89.89	90.10	89.79	88.29	88.53	88.60
246	372	56	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	88.38	89.89	89.79	90.29	88.79	89.35	90.04	90.37	90.51	90.51	90.99	89.98	91.07	89.21	90.07	90.57	90.69	89.36	89.76	91.02	89.43	88.87	90.86	87.98	90.50	87.03
247	372	56	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	89.88	90.91	89.13	89.60	91.11	90.68	90.91	89.08	89.13	87.98	91.94	89.07	91.60	90.01	91.65	89.42	90.32	90.34	90.55	90.91	90.08	90.06	89.02	90.18	90.00	88.89
252	372	56	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	88.89	90.87	89.64	89.77	89.86	89.87	91.09	89.73	88.59	89.60	90.95	89.76	89.70	89.85	89.47	90.15	89.53	89.97	90.71	90.53	90.53	90.99	89.54	88.88	89.95	88.99
253	372	56	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	89.76	88.86	89.16	88.62	87.72	89.17	90.50	90.76	88.72	89.47	89.95	89.38	89.98	89.39	88.83	89.94	89.04	90.45	89.73	91.83	90.82	90.53	89.22	89.58	89.54	88.99
254	372	56	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	90.53	88.97	89.92	90.48	88.54	88.89	89.01	89.95	90.01	89.95	89.41	90.70	90.09	89.54	88.63	90.18	90.16	89.92	89.59	89.91	89.46	89.04	90.54	88.21	90.06	89.80
255	372	56	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	89.88	90.55	90.74	90.14	90.11	90.59	89.90	90.28	90.81	89.60	90.27	89.98	91.11	88.76	88.47	90.01	90.42	90.66	90.57	89.97	90.62	89.80	90.48	89.65	88.52	90.03
260	372	56	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	87.74	88.71	88.47	89.25	89.10	90.30	89.29	91.33	90.26	90.33	88.96	90.45	90.45	89.84	89.15	89.58	89.78	89.80	89.81	89.72	89.38	89.06	88.52	90.34	88.81	89.69
261	372	56	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	89.59	90.02	89.87	90.85	88.66	90.52	90.69	89.71	88.96	89.31	89.51	90.33	89.73	90.06	89.77	91.04	91.11	90.34	90.65	89.39	89.46	91.18	89.81	90.52	88.59	90.37
262	372	56	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	91.16	89.26	88.83	89.89	90.08	90.78	89.35	89.73	89.98	91.62	89.97	90.38	90.00	91.16	89.59	88.67	90.72	89.05	88.86	90.09	90.04	91.65	89.27	89.44	90.37	90.58
263	372	56	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	89.45	90.91	90.00	90.41	90.05	90.04	89.90	89.13	90.72	89.68	90.10	90.02	90.38	89.03	89.65	90.40	89.11	89.75	90.60	90.03	89.72	91.27	90.73	89.71	89.06	89.47
268	372	56	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	88.81	89.49	89.90	89.59	89.55	89.74	89.21	90.69	88.55	89.31	91.92	90.23	89.19	89.85	90.70	90.79	89.47	88.92	89.91	89.69	89.82	90.74	86.59	90.10	87.94	87.78
269	372	56	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	87.83	91.43	89.28	88.99	89.67	90.50	89.64	91.05	90.18	88.87	91.75	90.20	90.46	90.98	89.68	89.45	88.72	89.55	89.94	90.58	89.85	90.54	90.22	88.33	90.34	91.31
270	372	56	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	91.03	90.28	90.41	90.31	90.14	89.13	90.82	89.20	87.79	89.48	89.86	90.63	89.37	89.35	90.18	89.78	89.65	89.31	89.98	90.07	87.95	90.38	88.01	89.15	89.99	89.67
271	372	56	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	89.18	89.40	87.79	89.60	88.57	90.25	89.58	89.10	88.41	88.56	90.73	89.91	90.10	88.45	90.49	91.63	88.68	90.03	90.34	90.60	90.14	89.07	88.78	88.89	88.35	89.58
276	372	56	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	89.98	88.95	89.09	89.46	91.76	89.72	89.41	89.22	89.64	88.91	89.44	90.12	90.66	89.54	90.15	89.78	88.54	90.04	90.19	90.07	89.67	89.18	87.93	89.94	89.77	88.94
277	372	56	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	89.17	90.00	90.25	89.74	89.97	90.83	89.46	90.71	89.93	88.91	90.58	89.67	90.49	89.99	89.57	90.57	89.57	89.14	91.72	89.93	89.35	90.13	88.32	89.84	89.19	90.54
278	372	56	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	89.62	90.99	90.01	90.41	89.24	88.13	88.59	89.34	90.26	89.59	90.01	90.20	89.52	89.58	90.03	89.96	89.27	90.92	90.84	91.31	90.02	89.97	89.58	88.09	89.90	89.19
279	372	56	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	89.41	89.96	87.63	89.09	91.40	89.67	88.87	89.46	88.96	88.67	91.01	91.45	90.57	89.31	89.54	89.23	89.42	89.69	90.39	89.17	90.34	90.33	88.78	90.07	89.25	88.55
284	372	56	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	91.43	89.27	90.33	88.79	90.64	90.58	88.10	90.59	89.05	89.77	89.63	89.77	90.71	89.79	89.20	90.71	89.61	89.95	89.98	90.96	91.95	91.72	88.88	90.65	89.92	87.50
285	372	56	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	89.04	91.03	91.71	89.90	88.10	89.15	89.56	89.89	90.22	89.69	89.72	91.46	89.64	87.92	89.67	91.11	88.39	89.75	90.08	89.51	90.47	90.10	89.19	89.10	89.30	89.59
286	372	56	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	88.20	89.71	89.53	89.58	91.34	89.01	88.63	88.90	89.61	89.71	89.80	89.24	90.31	89.57	89.20	89.83	89.73	89.53	91.44	88.65	90.86	88.92	89.58	90.36	89.71	89.92
287	372	56	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	90.25	88.75	89.45	89.90	90.27	90.22	89.05	89.32	91.38	89.54	89.38	91.01	89.53	88.67	89.78	90.18	88.29	88.66	90.68	90.13	89.70	90.72	88.60	89.02	89.63	90.61

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
4	372	56	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	90.29	93.10	91.68	91.27	91.78	92.88	90.48	94.89	91.56	90.66	92.74	89.47	91.48	91.93	91.35	93.28	93.18	91.78	91.80	91.32	93.28	92.94	90.97	92.85	92.04	91.65
5	372	56	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	90.85	92.63	92.19	93.06	91.87	89.96	93.09	93.10	93.22	91.18	91.36	91.34	92.22	91.38	91.25	92.90	92.95	91.97	92.14	89.99	93.73	92.06	94.45	91.81	91.61	92.51
6	372	56	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	90.22	91.52	93.08	91.44	92.27	91.98	89.18	91.58	49.17	93.71	93.26	92.91	91.83	49.17	91.55	93.01	91.80	91.58	92.30	92.22	93.49	93.52	93.89	92.64	92.49	92.21
7	372	56	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	93.13	93.46	93.75	92.31	92.43	92.02	93.00	92.87	90.82	93.41	93.27	91.05	92.11	93.49	93.29	93.11	92.19	91.34	93.84	91.50	93.24	92.61	92.94	92.61	91.68	92.19
12	372	56	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	92.04	92.46	92.47	90.28	92.13	89.08	92.94	93.21	91.67	92.80	90.27	90.93	92.78	91.62	91.07	94.23	95.28	92.08	93.22	93.26	95.07	92.86	93.96	92.43	91.88	92.80
13	372	56	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	93.57	93.62	91.84	91.87	93.60	91.66	91.13	92.04	93.12	92.13	92.71	93.30	94.36	91.38	93.06	93.35	92.29	91.28	92.75	92.43	93.89	92.61	93.36	92.02	91.87	93.13
14	372	56	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	89.89	91.54	91.04	49.17	49.17	49.17	92.82	91.87	93.11	91.89	92.60	91.78	92.81	93.33	92.16	93.28	92.46	93.61	92.88	92.67	93.89	93.44	93.23	91.95	92.01	93.06
15	372	56	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	91.89	91.66	90.96	93.31	92.95	92.94	90.52	92.79	92.28	92.58	93.13	91.58	94.52	92.71	91.10	91.94	93.84	92.42	90.84	91.15	91.88	93.16	88.73	90.46	92.98	91.63
20	372	56	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	93.32	93.72	91.33	93.31	90.92	92.02	92.37	93.27	94.26	91.92	92.55	92.82	91.88	91.98	92.99	93.46	92.86	92.65	93.43	93.20	94.28	93.60	92.62	91.98	93.20	92.59
21	372	56	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	90.76	92.08	90.93	93.48	93.10	91.02	93.68	92.25	93.10	89.80	92.82	92.12	92.14	91.60	91.28	92.70	91.17	91.64	92.64	49.17	92.71	92.01	94.37	92.15	92.69	91.36
22	372	56	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	92.94	90.55	92.29	92.22	93.75	91.71	94.23	93.81	91.81	93.01	90.68	90.74	91.23	93.96	92.05	93.71	92.72	93.87	94.50	91.93	92.75	93.15	92.84	91.71	93.06	93.00
23	372	56	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	92.80	92.73	92.89	92.26	92.39	90.87	91.79	92.97	93.93	93.44	93.09	92.76	93.65	93.58	90.70	91.25	93.75	93.34	94.71	92.78	92.67	93.37	93.50	91.52	94.15	91.04
28	372	56	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	91.24	93.02	93.53	92.57	91.52	89.30	89.24	91.74	92.83	90.49	91.88	92.74	90.68	91.80	91.80	91.67	92.39	93.05	93.45	91.60	93.59	93.44	92.04	92.15	92.14	93.26
29	372	56	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	93.27	93.13	92.28	91.62	92.38	90.64	92.51	92.74	92.54	92.76	90.55	91.70	92.01	94.43	89.46	93.68	93.33	92.76	91.55	91.97	94.33	92.73	94.33	94.19	94.07	92.94
30	372	56	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	90.80	91.86	91.90	87.54	91.92	88.82	89.93	91.87	93.31	91.78	92.44	91.09	92.90	90.98	91.44	90.47	91.91	92.15	92.09	90.96	93.26	93.21	92.57	92.91	92.33	90.95
31	372	56	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	93.60	91.42	92.84	91.91	93.29	92.63	93.64	92.36	93.49	91.62	92.97	93.60	91.91	92.73	91.93	92.74	92.41	90.14	92.54	94.34	93.16	92.79	94.91	91.41	91.50	91.79
36	372	56	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	91.42	93.82	93.46	93.04	92.59	91.47	94.06	93.02	92.99	93.38	91.76	93.43	90.85	92.30	92.26	92.71	91.50	91.84	92.84	91.29	93.72	92.03	93.20	92.94	90.07	91.46
37	372	56	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	92.83	92.96	93.56	91.20	94.19	90.37	92.07	96.03	91.36	91.43	90.44	92.40	94.35	91.94	90.87	92.91	92.13	91.20	91.59	90.82	94.17	93.27	93.35	93.48	92.13	90.55
38	372	56	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	90.86	92.88	93.26	90.24	92.08	91.69	92.02	91.12	91.35	91.93	92.51	91.91	91.52	91.41	92.24	92.32	91.02	93.89	94.11	93.00	93.91	92.37	94.33	92.19	91.84	92.09
39	372	56	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	93.14	91.62	93.28	92.75	93.89	93.61	92.62	92.72	93.21	92.86	91.25	92.14	92.96	94.13	92.68	94.11	94.83	92.71	91.53	92.77	93.75	92.56	92.91	93.77	92.37	91.76
44	372	56	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	91.82	92.60	93.49	93.18	93.99	92.36	93.58	94.09	92.60	92.57	93.77	93.08	91.83	91.66	92.18	90.91	94.09	93.42	92.12	93.62	94.63	93.42	94.04	93.73	92.21	92.89
45	372	56	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	92.76	92.24	94.77	91.67	91.86	91.98	91.12	92.89	92.57	92.19	92.23	90.15	91.23	93.58	93.59	93.78	92.77	92.67	92.91	92.62	93.87	92.30	94.32	91.01	93.28	93.33
46	372	56	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	91.69	91.99	94.37	92.96	92.39	90.09	92.01	94.20	93.14	92.35	92.51	93.04	91.45	91.82	93.41	92.91	93.85	93.87	93.80	92.19	94.46	92.67	93.11	93.60	93.72	93.29
47	372	56	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	93.14	92.29	92.16	93.14	91.84	91.64	93.16	92.30	90.80	90.71	92.37	90.18	91.97	93.49	93.84	91.44	94.76	93.00	91.80	91.75	95.53	93.64	93.79	93.41	93.09	93.52
52	372	56	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	91.03	93.02	90.48	91.60	93.61	92.23	92.12	89.80	91.75	92.13	90.97	89.17	91.97	92.90	91.75	93.28	92.61	92.80	91.47	92.66	92.69	93.28	92.91	92.10	92.34	93.73
53	372	56	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	93.85	93.28	92.19	92.22	91.76	90.74	89.64	92.98	90.73	91.36	91.92	93.01	91.19	92.09	91.98	93.97	91.48	91.92	91.43	92.00	93.07	93.36	93.75	92.74	93.35	90.70
54	372	56	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	91.08	94.27	93.95	92.08	92.76	91.67	91.41	91.52	91.12	92.11	92.81	92.75	92.25	93.52	90.49	92.55	92.25	92.13	93.77	93.41	93.52	92.12	93.30	91.39	92.48	92.50
55	372	56	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	90.82	91.43	93.66	91.16	88.40	89.76	90.59	90.78	92.03	93.01	92.62	92.48	93.54	91.77	91.45	93.22	92.15	92.06	91.31	92.72	93.53	92.20	92.56	93.39	92.34	91.84
60	372	56	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	93.58	93.24	91.92	91.91	94.77	90.74	91.97	92.49	91.87	93.88	92.44	92.22	92.30	93.15	91.22	92.74	93.29	92.87	92.66	92.50	92.81	92.52	92.77	93.77	91.96	91.87
61	372	56	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	91.84	92.18	91.69	91.89	92.77	92.48	92.23	92.46	91.70	91.43	92.98	90.79	91.13	91.72	90.07	91.89	92.99	92.12	93.46	93.19	94.35	92.70	93.38	90.80	91.33	92.42
62	372	56	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	93.32	90.37	91.72	93.91	93.06	91.19	89.75	91.79	93.96	92.95	91.94	93.41	93.18	92.22	91.63	91.65	93.18	93.28	92.94	92.27	92.30	93.31	94.53	92.81	93.33	91.94
63	372	56	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	93.12	93.74	91.93	92.01	92.69	91.65	91.89	92.55	92.40	93.68	91.90	92.09	93.18	92.33	93.28	93.53	93.35	92.19	94.31	93.22	93.08	94.76	92.96	91.53	94.66	92.88
68	372	56	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	92.28	90.11	91.18	93.04	93.51	92.21	93.28	92.24	92.57	91.64	91.00	91.99	94.88	93.91	92.49	92.44	94.35	93.24	92.50	93.65	93.39	93.79	93.55	92.09	93.57	92.02
69	372	56	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	94.47	91.32	93.38	93.31	93.56	91.74	91.60	94.30	91.30	91.53	92.89	91.53	92.48	93.24	92.83	92.90	93.31	92.27	93.36	91.62	92.34	94.44	93.65	92.38	91.45	93.12
70	372	56	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	93.67	93.36	93.78	92.19	92.32	91.42	91.93	92.85	91.63	92.18	92.69	91.03	91.48	91.65	91.72	92.83	92.10	94.56	92.43	92.70	92.16	92.64	92.75	93.47	92.83	92.86
71	372	56	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	92.18	93.24	94.52	92.20	92.05	92.59	93.99	92.25	93.78	92.57	92.44	90.47	92.27	91.29	93.41	92.28	92.49	94.14	93.32	93.66	95.57	94.00	93.44	92.23	93.45	91.27
76	372	56	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	92.55	92.19	91.43	93.49	91.96	91.90	91.92	91.07	90.21	91.88	94.66	91.89	86.85	93.77	91.05	91.03	92.06	93.34	93.39	93.46	93.58	92.41	92.08	92.88	90.35	90.65
77	372	56	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	92.57	93.42	91.26	92.14	90.39	91.81	92.66	91.49	92.17	93.37	91.92	93.78	94.08	93.13	92.94	93.26	91.19	92.32	92.62	93.33	94.74	93.54	92.64	92.87	93.03	93.21
78	372	56	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	92.79	92.58	93.76	92.46	92.71	91.18	92.69	91.00	92.84	94.36	92.95	91.92	92.50	92.01	91.64	91.56	91.43	93.10	94.19	91.71	93.90	93.64	93.38	92.87	92.23	93.51
79	372	56	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	89.92	90.87	91.21	91.50	92.93	91.68	91.85	91.69	94.08	91.71	90.68	90.88	92.15	93.10	90.68	92.66	91.15	91.66	91.79	94.19	93.59	91.91	92.72	93.43	93.28	91.74
84	372	56	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	92.31	91.29	94.26	93.11	94.38	91.58	92.68	93.88	93.54	92.99	90.89	92.14	93.10	92.33	91.80	92.25	91.94	91.70	91.63	94.04	93.75	92.26	93.70	93.31	92.07	91.83
85	372	56	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	93.95	92.47	93.18	91.79	92.71	90.87	93.25	92.81	93.58	92.63	93.00	91.83	95.27	91.26	93.15	92.93	93.01	93.73	92.89	94.35	92.20	93.92	93.46	93.75	93.51	91.93
86	372	56	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	92.33	93.53	91.13	91.93	91.61	92.42	91.63	93.11	93.13	92.90	92.20	93.89	94.40	94.04	91.87	92.37	92.71	92.32	92.28	91.27	92.71	94.57	94.49	92.89	92.96	92.36
87	372	56	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	93.81	92.86	93.69	93.05	92.97	91.53	93.32	93.26	94.54	92.58	92.39	91.26	93.76	93.27	90.40	92.58	93.40	92.65	93.46	92.12	94.24	93.55	93.92	93.22	92.91	91.46
92	372	56	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	93.38	92.16	94.08	91.89	91.31	91.89	92.97	89.58	94.16	49.17	90.28	91.46	92.09	94.08	92.08	92.57	92.83	91.46	93.68	92.12	92.40	93.86	94.16	92.12	91.36	92.80
93	372	56	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	94.38	94.51	93.15	92.10	93.12	92.10	92.98	93.28	93.68	92.59	92.24	92.85	91.90	94.53	93.00	92.35	92.93	92.94	92.58	94.01	94.10	92.59	93.77	94.21	92.39	93.45
94	372	56	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	91.12	92.15	95.06	92.84	93.21	91.11	92.11	92.91	92.38	93.19	91.47	92.42	93.07	94.07	91.84	93.58	92.53	92.18	91.93	92.62	93.26	92.60	93.14	93.07	92.08	93.29
95	372	56	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	92.00	93.10	94.03	93.46	94.81	93.46	92.49	92.32	93.79	92.77	92.39	93.91	92.86	91.23	93.05	91.81	93.62	90.73	94.11	93.39	94.09	93.41	94.60	92.38	93.43	93.47
100	372	56	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	92.45	92.79	92.73	93.74	93.15	92.41	92.77	92.72	92.02	93.90	92.98	91.44	92.62	92.33	91.27	91.32	92.91	91.51	92.40	93.22	92.91	93.10	93.37	92.29	93.02	91.74
101	372	56	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	90.85	91.99	92.74	91.44	92.71	91.71	90.11	88.73	91.88	91.33	92.58	92.87	92.91	93.05	92.86	92.17	91.98	91.37	93.32	91.87	92.08	92.37	93.52	91.37	93.55	91.76
102	372	56	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	91.78	90.78	91.75	92.30	92.28	92.73	93.14	93.02	92.37	92.05	92.83	90.53	93.36	90.87	92.00	94.03	92.46	92.57	91.55	92.61	94.47	93.49	93.10	90.98	92.76	90.71
103	372	56	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	92.38	93.24	93.07	93.01	91.56	92.08	93.60	92.04	91.11	89.16	92.64	91.02	90.84	93.25	90.17	90.25	91.65	91.28	89.52	92.22	93.35	92.19	94.70	91.20	91.95	91.19
108	372	56	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	91.74	92.28	93.50	90.97	93.66	90.98	91.96	89.26	91.75	91.88	92.29	93.51	91.39	90.79	92.90	94.59	90.27	91.77	90.55	93.22	92.66	91.89	92.64	93.49	92.31	91.90
109	372	56	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	92.16	91.19	92.59	93.03	92.83	91.86	92.13	93.22	92.85	92.70	91.61	91.11	93.93	93.34	91.33	93.72	92.50	92.63	93.43	92.97	93.62	93.56	93.03	92.42	93.34	91.96
110	372	56	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	93.63	93.41	91.96	92.88	92.56	93.11	90.80	92.80	92.92	91.04	91.64	92.37	92.47	91.10	91.52	91.81	91.46	93.54	92.78	92.93	93.37	93.61	93.18	92.22	93.14	92.83
111	372	56	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	94.06	90.55	95.75	93.50	91.24	92.11	92.84	92.43	94.52	89.46	94.95	92.38	93.04	93.56	93.07	93.67	94.36	92.31	93.78	92.72	93.30	93.65	93.28	94.15	93.21	93.76
116	372	56	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	93.17	92.17	91.98	91.78	94.26	93.48	91.35	93.16	92.63	92.78	92.87	89.88	91.99	93.47	92.21	92.96	94.06	90.85	92.71	90.70	93.48	91.33	93.15	92.42	92.31	92.45
117	372	56	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	93.88	93.47	93.88	93.94	92.27	92.20	93.69	92.34	90.71	93.54	93.45	92.89	92.45	92.09	91.97	91.62	92.06	93.05	91.98	93.29	91.36	94.97	93.78	92.45	94.20	92.94
118	372	56	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	95.06	91.78	93.99	92.51	91.32	91.58	92.32	92.66	92.20	90.48	92.96	91.43	91.74	92.63	91.29	93.72	92.60	91.89	92.63	92.21	93.55	92.62	94.09	91.77	93.82	91.50
119	372	56	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	92.73	93.36	91.68	92.38	93.27	92.15	92.09	92.89	92.12	93.98	93.33	91.90	91.44	93.57	92.08	90.97	93.58	90.41	92.97	92.42	94.86	93.30	94.31	92.37	92.34	92.94
124	372	56	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	90.33	91.35	88.87	92.71	49.17	91.25	90.80	90.80	92.73	91.80	94.65	91.04	91.43	92.03	91.18	91.62	93.61	92.67	91.85	90.88	91.91	92.10	93.00	91.00	92.37	92.40
125	372	56	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	92.10	92.11	91.08	92.54	91.40	91.10	91.81	91.61	91.21	91.40	93.06	91.88	92.81	90.53	90.19	91.63	92.17	94.93	93.13	91.45	91.53	92.15	92.85	92.87	91.49	90.81
126	372	56	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	92.99	91.50	91.92	92.21	91.16	91.17	91.75	92.48	93.28	90.79	92.46	92.81	90.40	92.02	91.35	90.90	93.12	91.82	92.13	92.83	93.84	92.74	94.05	93.21	93.03	93.52
127	372	56	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	92.65	91.79	93.74	91.62	91.59	91.44	91.21	92.86	91.94	91.96	92.98	91.82	91.44	91.91	90.62	93.42	92.85	90.15	90.95	92.01	92.72	94.76	92.71	92.57	92.85	91.98
132	372	56	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	91.21	91.11	94.48	90.64	90.83	91.33	93.14	93.25	89.43	92.03	93.31	89.84	92.81	91.87	93.16	92.10	94.92	91.06	92.37	91.75	92.35	93.80	94.78	91.63	90.29	90.35
133	372	56	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	91.60	92.19	93.56	92.74	92.59	91.47	92.13	92.50	91.66	92.22	91.82	92.74	92.02	92.91	91.77	93.45	93.78	91.75	93.66	91.05	94.11	93.35	92.60	92.19	92.53	91.15
134	372	56	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	92.53	91.14	91.62	92.16	92.05	92.04	90.93	89.77	92.78	91.90	91.12	92.91	92.16	93.29	92.25	90.36	92.34	93.33	91.16	91.78	92.18	92.56	94.26	91.65	92.65	92.21
135	372	56	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	93.53	92.23	93.04	92.83	92.35	90.12	93.49	92.97	92.51	91.59	92.29	93.24	92.76	92.12	92.01	92.81	92.52	93.00	93.04	91.89	94.14	93.09	92.08	90.69	93.58	92.35
140	372	56	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	91.65	93.28	92.96	92.61	94.12	90.61	92.16	92.54	91.88	89.83	91.63	92.12	91.51	93.31	91.98	93.64	93.44	91.55	92.87	91.85	94.82	94.48	94.63	93.12	92.48	92.50
141	372	56	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	95.21	93.30	92.75	93.36	93.06	93.27	93.78	92.78	90.98	91.38	92.14	92.39	93.81	92.56	92.58	93.40	90.55	93.27	92.94	92.90	92.77	95.04	94.33	93.05	93.26	92.97
142	372	56	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	91.31	90.93	93.39	91.86	94.18	90.85	92.97	92.72	90.72	91.41	91.39	91.93	89.44	92.53	90.82	92.31	91.20	91.90	91.49	92.30	93.60	93.53	95.10	92.84	93.15	93.06
143	372	56	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	92.69	91.61	92.87	93.14	91.98	91.66	91.67	93.21	92.66	92.70	91.56	94.83	93.16	93.25	92.43	93.41	92.84	91.63	92.42	92.84	92.46	91.59	93.29	92.62	94.13	91.92
148	372	56	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	92.92	91.09	92.64	90.84	90.75	92.60	91.41	89.35	90.58	91.08	93.13	89.07	88.32	94.16	92.36	92.39	92.70	91.36	91.28	90.23	92.46	91.23	91.04	92.16	90.12	91.09
149	372	56	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	91.14	91.69	90.40	92.26	90.98	90.58	90.24	90.47	90.36	90.69	92.22	90.14	90.97	90.60	91.75	92.05	92.91	91.13	93.33	91.73	91.62	92.17	94.12	93.23	91.44	89.47
150	372	56	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	90.59	91.69	91.73	90.38	94.12	93.28	89.02	93.27	90.54	92.39	91.39	93.20	89.57	91.09	91.68	91.57	94.27	91.58	91.66	91.83	91.88	89.47	93.99	91.23	92.23	90.56
151	372	56	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	92.26	89.25	90.97	92.09	90.69	91.27	92.36	92.45	92.34	93.00	92.13	89.76	91.99	91.46	91.73	89.75	91.56	92.95	92.29	91.76	93.39	92.09	91.67	92.41	90.57	89.99
156	372	56	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	91.29	90.24	92.40	90.70	91.98	87.85	91.78	91.86	90.25	90.76	93.16	88.66	90.73	91.51	92.39	92.02	91.80	90.53	92.15	92.37	92.85	91.37	93.04	93.84	92.85	90.11
157	372	56	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	91.71	93.41	90.76	88.45	91.15	89.05	93.36	91.31	91.07	90.66	91.20	89.56	91.00	91.22	90.59	91.04	91.25	89.94	93.80	92.88	92.08	91.51	92.85	92.77	91.85	93.20
158	372	56	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	90.85	91.51	91.59	93.04	90.10	92.45	91.07	93.01	92.22	91.26	93.32	92.31	92.23	89.90	90.54	89.94	92.44	91.43	93.07	91.07	91.28	91.49	91.99	92.89	91.71	92.19
159	372	56	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	92.03	92.03	92.29	91.63	93.63	91.56	92.27	91.07	91.20	92.83	92.72	90.40	91.96	92.75	92.92	92.31	91.06	92.65	93.29	90.47	92.50	93.40	92.89	92.09	91.39	92.50
164	372	56	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	92.52	93.20	92.24	92.70	92.34	91.04	92.90	91.67	91.67	88.14	91.54	91.96	92.19	93.58	89.90	92.27	92.83	91.77	92.01	90.79	93.27	94.95	93.71	92.53	92.10	91.63
165	372	56	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	87.83	92.78	90.58	93.49	91.08	90.19	92.23	91.54	91.53	88.86	92.25	91.83	91.28	89.71	92.02	92.30	92.51	92.95	94.07	92.19	91.98	93.54	93.23	92.70	92.92	92.74
166	372	56	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	92.53	92.19	93.48	90.37	91.88	89.89	93.53	90.28	92.33	92.53	93.01	92.06	91.74	92.05	89.47	92.37	94.25	89.92	92.48	93.24	94.00	92.49	92.76	91.80	91.03	91.00
167	372	56	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	91.48	92.15	92.32	93.75	91.54	91.66	91.28	92.32	93.34	91.47	93.61	90.70	92.64	93.46	91.51	93.34	92.22	91.57	92.34	93.24	93.62	92.25	94.45	91.96	93.40	92.08
172	372	56	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	91.45	91.90	91.51	91.89	92.17	89.39	91.00	93.18	91.57	91.65	92.93	89.99	91.78	91.33	91.33	91.02	90.24	91.35	92.72	90.62	93.58	92.09	93.03	91.38	92.88	92.53
173	372	56	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	92.62	91.30	90.34	91.06	91.60	91.03	91.15	90.54	92.85	91.20	91.00	92.05	90.60	90.60	89.08	91.64	92.60	89.51	91.07	90.72	93.05	91.50	91.23	91.89	92.72	90.14
174	372	56	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	88.14	92.19	91.97	91.48	91.94	91.17	92.52	89.79	90.87	92.43	92.04	90.12	91.08	89.65	92.10	92.37	94.23	91.78	93.84	90.78	94.10	91.38	94.07	93.50	91.32	91.95
175	372	56	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	92.00	91.99	93.09	91.87	92.74	91.61	91.54	93.15	91.87	93.24	93.92	91.84	91.98	91.57	90.22	91.56	91.72	91.39	92.96	93.08	91.17	91.66	93.51	92.59	90.88	89.50
180	372	56	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	91.52	91.62	91.62	92.14	90.15	91.32	92.31	91.67	90.94	90.55	92.16	91.10	90.48	91.27	90.06	91.95	92.08	90.57	93.01	90.83	92.57	92.63	93.80	93.38	91.45	90.76
181	372	56	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	91.78	90.77	92.25	90.91	92.02	92.98	91.38	90.70	91.53	91.17	92.31	91.56	90.49	92.14	93.11	91.20	92.33	91.72	91.85	91.28	93.63	91.48	93.31	92.14	91.79	93.13
182	372	56	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	91.91	94.35	90.40	91.72	94.69	91.57	90.58	90.91	92.07	90.92	91.52	90.33	91.00	92.63	91.04	90.70	92.14	91.81	92.96	92.43	93.24	91.59	93.17	91.79	93.31	91.60
183	372	56	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	92.74	90.82	92.41	93.45	93.81	91.77	92.06	91.89	92.04	90.88	93.07	91.91	91.84	91.70	91.09	92.32	92.79	94.38	91.26	91.48	91.49	91.59	93.45	91.64	92.78	93.29
188	372	56	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	92.74	91.68	93.17	93.69	92.87	93.23	90.45	92.48	91.56	89.15	93.02	91.07	91.39	93.88	92.20	93.90	92.89	90.59	92.96	92.64	92.65	93.49	94.55	92.85	92.61	91.34
189	372	56	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	91.54	92.88	91.21	90.12	92.53	91.87	90.89	91.39	93.52	90.59	92.76	93.13	92.87	87.65	92.21	91.79	91.35	93.41	92.87	90.83	92.01	91.94	93.19	92.97	92.28	92.26
190	372	56	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	92.29	91.79	92.25	90.63	91.21	91.76	91.69	90.18	91.59	92.15	92.26	89.35	93.09	91.61	92.07	92.83	92.23	91.65	93.72	92.95	92.55	92.30	93.84	93.23	91.77	92.23
191	372	56	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	91.79	92.39	92.67	90.60	91.46	92.18	91.94	92.87	92.26	92.53	92.56	91.54	91.03	93.29	91.98	90.81	93.04	91.49	92.23	92.74	93.22	93.14	93.16	92.66	91.85	93.76
196	372	56	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	90.93	90.34	88.91	92.47	89.91	89.91	91.18	90.84	91.27	92.66	92.34	89.98	88.66	90.85	92.81	91.74	90.95	90.80	90.96	92.17	91.83	91.12	92.04	92.80	91.41	90.58
197	372	56	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	91.22	89.83	89.31	91.55	91.58	90.22	89.98	91.15	91.50	90.76	92.46	89.85	92.63	92.26	91.75	90.22	90.30	89.90	91.71	89.80	93.76	92.58	93.28	90.18	91.10	90.44
198	372	56	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	90.76	91.14	91.29	88.97	91.30	89.74	89.89	91.15	89.89	93.00	89.60	88.35	89.76	91.13	88.47	92.70	88.56	92.16	90.10	90.33	90.16	89.25	90.39	90.75	91.45	90.33
199	372	56	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	92.51	90.73	91.39	92.00	90.69	92.75	89.61	90.86	89.28	93.45	90.07	92.46	89.90	91.85	90.54	90.50	92.85	92.23	91.81	91.71	91.32	93.73	90.65	91.72	91.31	89.74
204	372	56	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	91.43	90.02	91.78	90.16	91.40	91.29	91.73	90.82	92.18	91.43	91.76	91.65	90.95	90.82	88.99	91.03	92.27	92.52	93.44	92.06	92.35	90.68	92.64	91.61	92.30	90.06
205	372	56	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	90.70	92.57	92.01	92.07	92.43	89.97	91.93	93.77	94.21	93.72	92.36	92.19	90.98	92.17	91.87	90.22	90.98	93.01	92.82	92.05	91.55	91.96	91.68	89.28	92.20	93.19
206	372	56	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	92.49	94.05	93.46	90.63	91.95	91.40	92.09	92.37	91.96	91.36	92.01	92.19	93.72	91.58	92.08	92.95	92.26	91.39	90.87	91.73	92.59	92.24	93.38	92.11	91.00	92.08
207	372	56	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	91.68	92.25	93.27	91.93	91.00	92.73	91.71	91.55	89.39	91.04	91.71	89.97	91.95	92.60	91.01	91.15	92.28	93.45	93.66	90.62	93.98	91.42	92.29	92.53	91.76	92.49
212	372	56	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	92.84	93.27	92.40	90.57	90.67	90.90	92.79	90.63	91.26	92.32	93.17	91.57	92.07	92.06	89.16	93.05	92.00	90.62	92.95	92.37	94.08	93.37	93.20	92.62	92.40	92.52
213	372	56	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	92.05	90.65	89.37	91.09	92.36	91.02	92.65	92.11	90.79	91.60	92.84	91.89	92.87	92.00	91.13	90.91	93.04	92.33	91.69	92.02	92.99	92.06	94.62	92.37	93.92	91.95
214	372	56	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	90.34	92.42	94.05	93.28	92.08	90.86	91.52	92.12	92.13	92.82	93.20	92.51	93.33	94.01	90.32	91.40	94.00	92.86	92.84	94.23	93.21	94.15	92.33	93.36	92.61	91.29
215	372	56	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	92.49	91.92	92.53	90.88	91.54	92.04	94.27	91.28	94.37	90.53	92.02	91.36	92.51	91.18	92.42	93.32	93.19	91.20	93.79	90.71	93.21	92.28	91.48	92.11	92.15	93.13
220	372	56	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	90.06	93.28	91.77	90.32	90.57	92.80	92.07	89.84	89.69	91.15	89.98	89.04	90.32	91.07	90.67	91.43	93.69	93.52	93.48	90.85	91.75	91.60	92.24	91.88	92.12	90.60
221	372	56	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	90.35	90.91	91.62	91.47	91.77	90.47	90.22	90.77	91.23	90.26	89.30	91.19	89.51	90.53	90.13	91.05	91.42	91.98	90.78	91.80	91.55	91.39	92.71	91.19	92.33	91.10
222	372	56	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	92.65	90.87	90.26	89.94	89.86	90.78	88.45	90.74	92.05	88.64	91.65	90.02	90.43	91.83	90.91	89.83	89.26	92.03	91.28	92.12	92.06	90.99	91.33	91.22	92.22	90.28
223	372	56	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	89.31	90.73	90.90	91.33	91.59	91.89	92.12	91.09	91.58	90.96	91.44	90.24	91.30	90.42	90.84	91.68	90.17	91.62	92.50	88.58	92.54	91.19	92.14	89.39	91.97	89.70
228	372	56	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	90.69	91.73	93.15	89.58	93.25	92.08	90.22	92.03	89.64	91.64	91.78	92.81	90.84	92.22	89.72	91.50	92.42	92.20	91.19	92.09	92.22	92.13	93.09	92.21	92.98	91.79
229	372	56	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	91.83	92.54	89.67	91.01	92.71	91.55	90.98	88.86	90.79	92.29	92.82	93.30	89.96	89.99	91.23	89.28	91.17	92.31	91.59	91.30	93.84	91.39	93.09	93.34	92.52	92.21
230	372	56	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	91.20	90.37	93.37	92.12	92.48	92.02	93.37	92.73	91.22	91.80	92.84	91.63	91.60	92.74	91.12	91.80	91.78	91.91	92.25	91.86	94.31	93.70	92.36	92.11	92.31	92.53
231	372	56	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	94.07	91.40	92.73	91.38	91.71	92.09	92.34	91.16	91.66	91.20	91.27	90.71	91.25	93.15	90.13	92.04	93.19	92.50	91.28	92.34	92.96	91.64	93.48	92.96	91.81	90.37
236	372	56	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	91.27	92.56	92.76	92.77	90.19	91.51	91.68	93.57	90.90	91.64	93.43	90.40	91.72	92.79	91.59	91.68	93.14	91.18	93.34	92.01	93.08	92.88	90.09	92.75	93.12	93.39
237	372	56	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	91.05	91.24	91.64	89.98	92.83	91.01	91.91	92.95	91.66	91.21	92.76	92.56	91.59	91.71	92.54	91.05	91.79	91.80	92.20	90.54	92.02	93.68	92.52	93.03	91.79	92.62
238	372	56	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	92.45	92.67	92.09	91.18	92.23	90.87	91.33	92.51	92.68	92.74	91.51	91.86	92.61	92.04	92.83	91.75	91.51	91.91	94.42	93.71	93.41	92.76	93.12	90.79	93.11	90.28
239	372	56	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	88.95	93.32	92.25	91.50	92.27	92.22	91.32	92.55	90.77	90.99	91.15	88.73	91.87	92.80	91.71	93.23	92.03	90.16	92.45	90.93	93.30	92.36	93.37	93.64	91.18	90.73
244	372	56	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	91.84	92.16	91.81	91.10	90.59	91.81	90.73	90.64	91.44	90.47	90.89	90.87	91.21	91.36	91.00	91.69	92.00	91.04	91.06	92.39	92.69	91.20	92.25	90.55	91.01	89.96
245	372	56	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	91.15	88.83	90.68	91.13	90.42	90.34	91.03	91.11	93.01	92.27	91.71	91.43	91.95	92.75	90.81	92.66	92.30	89.84	92.26	89.08	91.94	91.08	91.78	91.88	90.20	90.67
246	372	56	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	91.22	91.19	92.38	91.56	92.41	90.28	91.65	92.79	92.83	93.65	93.27	90.15	90.54	92.22	90.60	93.72	91.92	91.63	92.01	91.83	92.60	91.75	95.22	91.34	92.54	88.96
247	372	56	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	92.69	90.64	91.59	91.54	91.25	92.92	91.70	93.16	92.39	90.07	93.85	92.21	90.22	94.11	93.63	90.16	91.15	91.97	91.72	90.51	91.22	92.17	93.18	92.68	92.08	91.23
252	372	56	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	92.26	92.12	90.75	91.62	92.13	91.45	92.31	91.98	90.10	89.87	91.79	91.41	91.10	91.18	91.74	89.77	92.55	91.09	93.29	92.60	93.73	91.65	93.56	91.96	92.50	90.43
253	372	56	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	90.75	92.22	92.30	92.16	91.98	92.17	91.26	90.39	91.12	90.70	92.77	90.19	91.75	91.09	91.80	90.42	91.75	91.19	92.83	91.30	91.48	92.63	92.15	92.82	91.94	92.01
254	372	56	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	89.57	91.38	91.69	91.81	90.74	89.93	92.16	91.61	91.24	92.15	93.18	91.82	92.10	93.10	90.71	92.86	92.67	91.35	92.59	92.65	93.76	92.65	92.53	93.19	92.10	90.63
255	372	56	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	91.94	92.07	93.56	92.93	93.39	90.31	91.55	91.97	92.47	91.96	92.04	92.27	91.14	89.94	90.62	90.37	90.82	92.19	93.58	90.81	91.56	92.07	93.63	92.68	92.36	92.84
260	372	56	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	91.56	93.07	91.26	92.62	92.24	92.78	91.74	91.72	91.88	91.29	93.04	91.32	92.01	91.32	91.00	92.56	93.31	91.63	93.28	92.00	93.56	92.40	93.02	93.70	93.07	92.20
261	372	56	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	90.90	92.85	93.45	91.62	93.01	92.24	91.49	90.72	91.72	93.18	92.92	92.20	92.73	90.72	91.43	92.06	92.77	91.99	94.10	92.27	93.29	93.08	93.96	93.65	92.49	91.26
262	372	56	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	92.24	91.81	90.90	91.78	92.12	91.44	91.57	92.57	92.78	91.97	94.01	92.00	91.55	92.68	91.37	93.69	91.94	91.92	93.94	91.86	93.54	94.25	94.16	92.11	92.92	92.38
263	372	56	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	90.61	91.96	91.51	92.02	90.12	93.30	90.28	92.67	91.82	91.90	91.36	90.28	92.83	92.71	90.92	89.09	92.51	91.53	92.83	91.52	92.73	93.81	94.19	93.01	92.07	92.61
268	372	56	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	88.45	91.10	93.00	91.16	92.11	90.48	90.43	91.25	90.38	91.32	92.76	90.08	90.45	90.79	90.37	91.54	92.79	91.55	92.17	89.08	90.88	90.38	92.17	91.92	91.62	88.53
269	372	56	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	91.29	93.04	91.68	90.64	92.76	89.44	90.76	90.13	91.30	90.82	91.73	90.91	92.38	91.25	90.64	92.47	91.52	92.05	92.06	90.86	92.72	91.92	93.69	91.91	92.66	91.72
270	372	56	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	92.05	90.61	92.75	91.12	91.22	89.72	91.36	90.30	89.78	90.81	90.36	92.02	91.49	90.48	90.06	91.63	91.51	90.16	93.07	89.72	90.00	92.53	91.78	91.10	90.34	91.21
271	372	56	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	94.02	91.63	89.67	89.56	90.07	91.96	91.04	91.36	89.57	90.40	93.37	90.50	93.07	92.66	90.29	91.47	91.02	90.08	91.17	89.94	92.22	92.71	92.92	92.14	90.81	90.39
276	372	56	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	91.31	92.20	91.87	90.97	92.24	89.03	92.85	92.58	90.07	89.81	90.66	90.09	89.54	92.07	91.76	92.05	91.89	92.40	93.31	91.22	93.07	92.53	93.22	92.46	92.23	92.07
277	372	56	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	92.27	91.23	91.58	91.89	91.60	92.21	90.62	90.89	92.71	91.89	93.36	90.64	91.55	91.31	91.54	90.98	91.50	93.43	93.24	90.55	92.11	91.53	91.66	93.27	91.74	91.19
278	372	56	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	91.37	92.01	92.57	92.52	90.37	92.06	92.48	92.34	91.75	92.40	93.84	91.09	91.11	94.15	89.88	92.23	92.38	92.15	92.47	91.61	92.10	92.09	93.31	90.80	93.30	91.96
279	372	56	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	94.86	92.61	91.85	90.84	92.50	90.99	90.68	89.95	93.07	91.07	91.95	90.66	91.39	91.68	90.46	92.69	91.95	92.05	91.68	91.41	93.29	93.30	93.36	92.40	91.15	91.82
284	372	56	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	91.80	91.80	93.01	92.39	92.81	93.08	92.36	91.82	90.32	92.90	90.62	93.10	92.91	92.58	90.39	92.18	94.30	92.69	93.92	92.35	93.08	92.95	94.18	93.09	92.37	92.43
285	372	56	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	91.88	92.30	91.95	92.63	89.70	92.58	90.11	91.07	91.01	90.83	90.42	91.42	93.58	90.59	92.62	92.76	91.63	92.29	91.78	92.74	93.42	92.81	93.63	92.88	93.63	93.32
286	372	56	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	90.76	90.17	92.80	91.09	92.59	91.56	90.75	92.33	93.29	92.57	93.58	90.33	92.90	90.89	91.55	90.43	92.45	93.64	93.51	93.29	92.42	93.34	94.13	92.87	91.19	92.31
287	372	56	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	92.20	92.28	93.89	92.33	93.22	92.12	92.09	94.24	92.30	93.66	91.81	93.28	93.33	93.50	92.16	93.42	92.20	91.88	92.27	92.93	93.72	93.78	94.03	93.87	92.92	93.53

The global mean maximum row:

	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26	average_map
238	89.43	89.92	89.55	89.00	90.55	91.01	91.53	91.10	89.35	90.20	90.26	90.79	90.14	90.91	89.16	90.05	90.57	90.21	90.89	90.87	91.16	90.66	90.09	89.93	90.28	88.96	90.252692
188	89.31	90.33	89.25	91.18	90.05	90.48	89.00	91.13	89.88	88.92	90.42	90.15	89.67	90.42	89.71	91.16	90.52	89.14	90.43	91.27	90.06	90.89	89.93	89.44	90.25	91.05	90.155385
151	90.18	89.39	88.92	90.17	89.35	90.61	91.04	90.95	89.51	89.25	90.63	90.53	90.85	91.10	90.21	89.07	89.62	88.82	90.62	90.18	89.51	91.19	89.80	91.23	90.95	90.11	90.145769
166	89.98	90.30	89.93	89.62	90.44	89.60	89.62	90.70	90.94	90.78	90.18	90.21	90.59	88.64	89.30	91.01	91.36	90.17	91.03	89.51	91.63	91.53	88.77	90.01	88.57	89.31	90.143462
230	88.27	90.17	90.49	89.39	90.61	91.19	90.03	90.00	90.06	89.95	91.39	90.23	90.69	89.41	89.51	90.32	90.06	90.61	90.72	89.04	90.62	90.62	89.00	89.57	89.88	91.62	90.132692
229	88.96	89.56	89.38	90.83	90.83	91.15	90.23	89.94	89.58	90.15	90.22	91.35	90.17	89.68	90.37	89.93	89.30	91.01	90.64	91.73	88.64	89.66	89.34	90.32	90.36	89.81	90.120769
174	88.54	89.73	88.91	90.26	88.70	91.30	89.52	90.01	90.19	89.70	90.71	91.93	89.83	88.90	89.32	90.34	90.25	90.72	89.98	90.96	92.03	91.58	89.89	89.13	89.95	90.33	90.104231
247	89.88	90.91	89.13	89.60	91.11	90.68	90.91	89.08	89.13	87.98	91.94	89.07	91.60	90.01	91.65	89.42	90.32	90.34	90.55	90.91	90.08	90.06	89.02	90.18	90.00	88.89	90.094231
231	89.21	90.59	88.82	89.64	91.82	89.69	89.92	91.60	89.08	89.93	89.53	89.95	91.72	90.71	88.56	89.58	89.68	89.15	90.23	91.31	89.63	90.64	89.87	90.92	90.46	89.80	90.078462
255	89.88	90.55	90.74	90.14	90.11	90.59	89.90	90.28	90.81	89.60	90.27	89.98	91.11	88.76	88.47	90.01	90.42	90.66	90.57	89.97	90.62	89.80	90.48	89.65	88.52	90.03	90.073846

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code

pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
245	372	56	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	90.65	89.88	90.90	90.74	87.87	90.43	89.93	89.34	90.01	90.42	91.13	91.12	90.06	90.49	90.96	91.02	89.40	90.90	90.14	90.55	89.89	90.10	89.79	88.29	88.53	88.60
246	372	56	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	88.38	89.89	89.79	90.29	88.79	89.35	90.04	90.37	90.51	90.51	90.99	89.98	91.07	89.21	90.07	90.57	90.69	89.36	89.76	91.02	89.43	88.87	90.86	87.98	90.50	87.03
247	372	56	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	89.88	90.91	89.13	89.60	91.11	90.68	90.91	89.08	89.13	87.98	91.94	89.07	91.60	90.01	91.65	89.42	90.32	90.34	90.55	90.91	90.08	90.06	89.02	90.18	90.00	88.89
269	372	56	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	87.83	91.43	89.28	88.99	89.67	90.50	89.64	91.05	90.18	88.87	91.75	90.20	90.46	90.98	89.68	89.45	88.72	89.55	89.94	90.58	89.85	90.54	90.22	88.33	90.34	91.31
150	372	56	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	89.48	89.57	89.63	89.55	89.95	90.93	89.72	91.33	90.48	90.07	90.91	90.73	90.75	90.25	89.57	90.79	89.68	90.02	90.48	90.68	88.81	89.83	89.22	89.52	89.24	88.60
151	372	56	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	90.18	89.39	88.92	90.17	89.35	90.61	91.04	90.95	89.51	89.25	90.63	90.53	90.85	91.10	90.21	89.07	89.62	88.82	90.62	90.18	89.51	91.19	89.80	91.23	90.95	90.11
174	372	56	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	88.54	89.73	88.91	90.26	88.70	91.30	89.52	90.01	90.19	89.70	90.71	91.93	89.83	88.90	89.32	90.34	90.25	90.72	89.98	90.96	92.03	91.58	89.89	89.13	89.95	90.33
175	372	56	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	89.57	89.09	89.59	89.60	89.91	91.28	88.94	90.41	89.85	89.80	91.58	90.58	91.92	88.74	89.57	90.22	90.47	88.65	90.90	89.88	87.97	89.85	90.30	88.65	91.07	90.31
229	372	56	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	88.96	89.56	89.38	90.83	90.83	91.15	90.23	89.94	89.58	90.15	90.22	91.35	90.17	89.68	90.37	89.93	89.30	91.01	90.64	91.73	88.64	89.66	89.34	90.32	90.36	89.81
230	372	56	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	88.27	90.17	90.49	89.39	90.61	91.19	90.03	90.00	90.06	89.95	91.39	90.23	90.69	89.41	89.51	90.32	90.06	90.61	90.72	89.04	90.62	90.62	89.00	89.57	89.88	91.62
231	372	56	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	89.21	90.59	88.82	89.64	91.82	89.69	89.92	91.60	89.08	89.93	89.53	89.95	91.72	90.71	88.56	89.58	89.68	89.15	90.23	91.31	89.63	90.64	89.87	90.92	90.46	89.80
255	372	56	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	89.88	90.55	90.74	90.14	90.11	90.59	89.90	90.28	90.81	89.60	90.27	89.98	91.11	88.76	88.47	90.01	90.42	90.66	90.57	89.97	90.62	89.80	90.48	89.65	88.52	90.03
158	372	56	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	89.56	90.38	89.87	89.73	89.81	90.58	90.43	89.16	89.37	89.75	90.73	89.01	90.38	89.04	90.79	90.90	89.94	89.64	89.71	90.66	90.33	91.28	89.53	90.00	90.74	89.87
182	372	56	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	90.44	89.63	91.12	89.68	88.67	90.68	89.91	90.80	89.24	90.60	90.72	90.91	90.99	90.27	89.14	90.15	90.18	89.49	89.16	90.71	88.92	90.85	89.80	89.52	90.88	88.96
183	372	56	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	89.36	89.86	90.03	89.87	90.54	91.04	90.48	90.44	88.76	90.08	90.98	91.12	91.39	88.61	89.17	90.29	89.20	90.15	89.92	90.59	89.46	91.09	90.25	89.91	88.06	90.08
206	372	56	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	89.65	90.65	90.28	89.42	88.25	89.33	89.36	89.87	90.39	89.32	89.94	91.30	90.48	88.50	90.55	89.76	89.42	90.40	90.39	90.03	90.80	91.27	88.92	89.12	90.28	89.85
238	372	56	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	89.43	89.92	89.55	89.00	90.55	91.01	91.53	91.10	89.35	90.20	90.26	90.79	90.14	90.91	89.16	90.05	90.57	90.21	90.89	90.87	91.16	90.66	90.09	89.93	90.28	88.96
261	372	56	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	89.59	90.02	89.87	90.85	88.66	90.52	90.69	89.71	88.96	89.31	89.51	90.33	89.73	90.06	89.77	91.04	91.11	90.34	90.65	89.39	89.46	91.18	89.81	90.52	88.59	90.37
262	372	56	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	91.16	89.26	88.83	89.89	90.08	90.78	89.35	89.73	89.98	91.62	89.97	90.38	90.00	91.16	89.59	88.67	90.72	89.05	88.86	90.09	90.04	91.65	89.27	89.44	90.37	90.58
263	372	56	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	89.45	90.91	90.00	90.41	90.05	90.04	89.90	89.13	90.72	89.68	90.10	90.02	90.38	89.03	89.65	90.40	89.11	89.75	90.60	90.03	89.72	91.27	90.73	89.71	89.06	89.47
284	372	56	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	91.43	89.27	90.33	88.79	90.64	90.58	88.10	90.59	89.05	89.77	89.63	89.77	90.71	89.79	89.20	90.71	89.61	89.95	89.98	90.96	91.95	91.72	88.88	90.65	89.92	87.50
165	372	56	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	88.62	91.02	88.79	90.07	89.32	89.41	90.97	89.29	90.08	89.53	90.69	90.32	90.33	90.68	89.68	90.73	90.00	90.15	90.44	89.21	90.30	89.79	88.63	90.31	90.35	88.92
166	372	56	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	89.98	90.30	89.93	89.62	90.44	89.60	89.62	90.70	90.94	90.78	90.18	90.21	90.59	88.64	89.30	91.01	91.36	90.17	91.03	89.51	91.63	91.53	88.77	90.01	88.57	89.31
188	372	56	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	89.31	90.33	89.25	91.18	90.05	90.48	89.00	91.13	89.88	88.92	90.42	90.15	89.67	90.42	89.71	91.16	90.52	89.14	90.43	91.27	90.06	90.89	89.93	89.44	90.25	91.05
212	372	56	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	90.55	90.42	90.03	88.03	89.73	90.17	90.56	90.28	88.80	87.72	90.28	91.45	91.10	90.56	89.28	90.56	89.22	90.71	89.73	91.03	87.99	90.08	89.32	90.78	89.64	88.95

Size of the All data:  (144, 29)
Size of the Sig data:  (25, 34)

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
12	372	56	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	91.15	88.83	90.68	91.13	90.42	90.34	91.03	91.11	93.01	92.27	91.71	91.43	91.95	92.75	90.81	92.66	92.30	89.84	92.26	89.08	91.94	91.08	91.78	91.88	90.20	90.67
24	372	56	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	91.22	91.19	92.38	91.56	92.41	90.28	91.65	92.79	92.83	93.65	93.27	90.15	90.54	92.22	90.60	93.72	91.92	91.63	92.01	91.83	92.60	91.75	95.22	91.34	92.54	88.96
7	372	56	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	92.69	90.64	91.59	91.54	91.25	92.92	91.70	93.16	92.39	90.07	93.85	92.21	90.22	94.11	93.63	90.16	91.15	91.97	91.72	90.51	91.22	92.17	93.18	92.68	92.08	91.23
18	372	56	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	91.29	93.04	91.68	90.64	92.76	89.44	90.76	90.13	91.30	90.82	91.73	90.91	92.38	91.25	90.64	92.47	91.52	92.05	92.06	90.86	92.72	91.92	93.69	91.91	92.66	91.72
16	372	56	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	90.59	91.69	91.73	90.38	94.12	93.28	89.02	93.27	90.54	92.39	91.39	93.20	89.57	91.09	91.68	91.57	94.27	91.58	91.66	91.83	91.88	89.47	93.99	91.23	92.23	90.56
2	372	56	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	92.26	89.25	90.97	92.09	90.69	91.27	92.36	92.45	92.34	93.00	92.13	89.76	91.99	91.46	91.73	89.75	91.56	92.95	92.29	91.76	93.39	92.09	91.67	92.41	90.57	89.99
6	372	56	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	88.14	92.19	91.97	91.48	91.94	91.17	92.52	89.79	90.87	92.43	92.04	90.12	91.08	89.65	92.10	92.37	94.23	91.78	93.84	90.78	94.10	91.38	94.07	93.50	91.32	91.95
20	372	56	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	92.00	91.99	93.09	91.87	92.74	91.61	91.54	93.15	91.87	93.24	93.92	91.84	91.98	91.57	90.22	91.56	91.72	91.39	92.96	93.08	91.17	91.66	93.51	92.59	90.88	89.50
5	372	56	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	91.83	92.54	89.67	91.01	92.71	91.55	90.98	88.86	90.79	92.29	92.82	93.30	89.96	89.99	91.23	89.28	91.17	92.31	91.59	91.30	93.84	91.39	93.09	93.34	92.52	92.21
4	372	56	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	91.20	90.37	93.37	92.12	92.48	92.02	93.37	92.73	91.22	91.80	92.84	91.63	91.60	92.74	91.12	91.80	91.78	91.91	92.25	91.86	94.31	93.70	92.36	92.11	92.31	92.53
8	372	56	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	94.07	91.40	92.73	91.38	91.71	92.09	92.34	91.16	91.66	91.20	91.27	90.71	91.25	93.15	90.13	92.04	93.19	92.50	91.28	92.34	92.96	91.64	93.48	92.96	91.81	90.37
9	372	56	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	91.94	92.07	93.56	92.93	93.39	90.31	91.55	91.97	92.47	91.96	92.04	92.27	91.14	89.94	90.62	90.37	90.82	92.19	93.58	90.81	91.56	92.07	93.63	92.68	92.36	92.84
11	372	56	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	90.85	91.51	91.59	93.04	90.10	92.45	91.07	93.01	92.22	91.26	93.32	92.31	92.23	89.90	90.54	89.94	92.44	91.43	93.07	91.07	91.28	91.49	91.99	92.89	91.71	92.19
10	372	56	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	91.91	94.35	90.40	91.72	94.69	91.57	90.58	90.91	92.07	90.92	91.52	90.33	91.00	92.63	91.04	90.70	92.14	91.81	92.96	92.43	93.24	91.59	93.17	91.79	93.31	91.60
13	372	56	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	92.74	90.82	92.41	93.45	93.81	91.77	92.06	91.89	92.04	90.88	93.07	91.91	91.84	91.70	91.09	92.32	92.79	94.38	91.26	91.48	91.49	91.59	93.45	91.64	92.78	93.29
22	372	56	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	92.49	94.05	93.46	90.63	91.95	91.40	92.09	92.37	91.96	91.36	92.01	92.19	93.72	91.58	92.08	92.95	92.26	91.39	90.87	91.73	92.59	92.24	93.38	92.11	91.00	92.08
0	372	56	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	92.45	92.67	92.09	91.18	92.23	90.87	91.33	92.51	92.68	92.74	91.51	91.86	92.61	92.04	92.83	91.75	91.51	91.91	94.42	93.71	93.41	92.76	93.12	90.79	93.11	90.28
15	372	56	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	90.90	92.85	93.45	91.62	93.01	92.24	91.49	90.72	91.72	93.18	92.92	92.20	92.73	90.72	91.43	92.06	92.77	91.99	94.10	92.27	93.29	93.08	93.96	93.65	92.49	91.26
14	372	56	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	92.24	91.81	90.90	91.78	92.12	91.44	91.57	92.57	92.78	91.97	94.01	92.00	91.55	92.68	91.37	93.69	91.94	91.92	93.94	91.86	93.54	94.25	94.16	92.11	92.92	92.38
19	372	56	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	90.61	91.96	91.51	92.02	90.12	93.30	90.28	92.67	91.82	91.90	91.36	90.28	92.83	92.71	90.92	89.09	92.51	91.53	92.83	91.52	92.73	93.81	94.19	93.01	92.07	92.61
17	372	56	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	91.80	91.80	93.01	92.39	92.81	93.08	92.36	91.82	90.32	92.90	90.62	93.10	92.91	92.58	90.39	92.18	94.30	92.69	93.92	92.35	93.08	92.95	94.18	93.09	92.37	92.43
21	372	56	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	87.83	92.78	90.58	93.49	91.08	90.19	92.23	91.54	91.53	88.86	92.25	91.83	91.28	89.71	92.02	92.30	92.51	92.95	94.07	92.19	91.98	93.54	93.23	92.70	92.92	92.74
3	372	56	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	92.53	92.19	93.48	90.37	91.88	89.89	93.53	90.28	92.33	92.53	93.01	92.06	91.74	92.05	89.47	92.37	94.25	89.92	92.48	93.24	94.00	92.49	92.76	91.80	91.03	91.00
1	372	56	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	92.74	91.68	93.17	93.69	92.87	93.23	90.45	92.48	91.56	89.15	93.02	91.07	91.39	93.88	92.20	93.90	92.89	90.59	92.96	92.64	92.65	93.49	94.55	92.85	92.61	91.34
23	372	56	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	92.84	93.27	92.40	90.57	90.67	90.90	92.79	90.63	91.26	92.32	93.17	91.57	92.07	92.06	89.16	93.05	92.00	90.62	92.95	92.37	94.08	93.37	93.20	92.62	92.40	92.52

Size of the test data:  (25, 34)

Average & Std Deviation of the Significant rows:

	mean	std
mAP_valid_abs_values_13	90.6448	0.613244
mAP_valid_abs_values_22	90.6400	0.756164
mAP_valid_abs_values_11	90.5784	0.659966
mAP_valid_abs_values_6	90.4768	0.602707
mAP_valid_abs_values_12	90.4564	0.697029
mAP_valid_abs_values_20	90.4464	0.691441
mAP_valid_abs_values_19	90.2528	0.534310
mAP_valid_abs_values_8	90.2516	0.730238
mAP_valid_abs_values_16	90.2460	0.649731
mAP_valid_abs_values_2	90.1092	0.611929
mAP_valid_abs_values_7	89.9888	0.753787
mAP_valid_abs_values_17	89.9828	0.665598
mAP_valid_abs_values_18	89.9576	0.669927
mAP_valid_abs_values_21	89.9560	1.070202
mAP_valid_abs_values_25	89.8716	0.863731
mAP_valid_abs_values_14	89.8364	0.886444
mAP_valid_abs_values_4	89.8296	0.709257
mAP_valid_abs_values_5	89.8204	0.945412
mAP_valid_abs_values_9	89.7964	0.650602
mAP_valid_abs_values_10	89.7404	0.826072
mAP_valid_abs_values_3	89.7384	0.668417
mAP_valid_abs_values_24	89.7244	0.832477
mAP_valid_abs_values_15	89.7172	0.726261
mAP_valid_abs_values_23	89.6688	0.618966
mAP_valid_abs_values_26	89.6124	1.078434
mAP_valid_abs_values	89.5744	0.874710

We then apply the hyperparameters to the test set and average the results.

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_56bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)

	mean	std
mAP_test_abs_values_23	93.400400	0.845461
mAP_test_abs_values_21	92.762000	0.978800
mAP_test_abs_values_19	92.693200	1.010869
mAP_test_abs_values_11	92.432000	0.925711
mAP_test_abs_values_17	92.397600	1.009271
mAP_test_abs_values_24	92.387200	0.728723
mAP_test_abs_values_22	92.278800	1.073434
mAP_test_abs_values_5	92.158400	1.215849
mAP_test_abs_values_25	92.088000	0.824500
mAP_test_abs_values_3	92.074800	1.117229
average_map	91.983815	0.305684
mAP_test_abs_values_2	91.877600	1.278610
mAP_test_abs_values_9	91.823200	0.726038
mAP_test_abs_values_18	91.809200	0.957775
mAP_test_abs_values_10	91.803600	1.209218
mAP_test_abs_values_20	91.796000	0.972540
mAP_test_abs_values_14	91.766400	1.259017
mAP_test_abs_values_4	91.763200	0.972723
mAP_test_abs_values_16	91.762000	1.362593
mAP_test_abs_values_8	91.758800	1.194858
mAP_test_abs_values_13	91.662400	0.970340
mAP_test_abs_values_7	91.626000	1.004507
mAP_test_abs_values	91.612400	1.368568
mAP_test_abs_values_12	91.609600	0.978738
mAP_test_abs_values_6	91.544400	1.113553
mAP_test_abs_values_26	91.530000	1.128062
mAP_test_abs_values_15	91.162000	1.000262

Code

def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid_mwu_56['id'] = res_valid_mwu_56.index.to_series().apply(extract_number)
res_test_mwu_56['id'] = res_test_mwu_56.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_56,res_test_mwu_56])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_56 = res_test_mwu_56.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_56 =  res_valid_mwu_56.reset_index(drop=True)
res_valid_mwu_56.columns = ['valid_score', 'std', 'id']
res_valid_mwu_56 = res_valid_mwu_56[['valid_score', 'id']]

res_test_mwu_56.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_56 = res_test_mwu_56[['test_score', 'id']]


result_merged_mwu_56 = pd.merge(res_valid_mwu_56,res_test_mwu_56,on='id')


result_merged_mwu_56.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_56 = result_merged_mwu_56[['id','valid_score','test_score']]

html_table = result_merged_mwu_56.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

	id	valid_score	test_score
0	13	90.6448	91.6624
1	22	90.6400	92.2788
2	11	90.5784	92.4320
3	6	90.4768	91.5444
4	12	90.4564	91.6096
5	20	90.4464	91.7960
6	19	90.2528	92.6932
7	8	90.2516	91.7588
8	16	90.2460	91.7620
9	2	90.1092	91.8776
10	7	89.9888	91.6260
11	17	89.9828	92.3976
12	18	89.9576	91.8092
13	21	89.9560	92.7620
14	25	89.8716	92.0880
15	14	89.8364	91.7664
16	4	89.8296	91.7632
17	5	89.8204	92.1584
18	9	89.7964	91.8232
19	10	89.7404	91.8036
20	3	89.7384	92.0748
21	24	89.7244	92.3872
22	15	89.7172	91.1620
23	23	89.6688	93.4004
24	26	89.6124	91.5300
25	1	89.5744	91.6124

Code

#%%

layer_vsn = 'v3_layers_64_72'

dt_valid  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")



output_size = 64

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
0	372	64	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	86.41	87.30	83.35	86.68	86.59	87.54	86.07	87.26	88.41	86.56	88.87	88.53	88.17	86.74	87.25	88.43	88.78	88.44	88.64	88.55	87.58	87.89	88.16	87.34	87.57	87.75
1	372	64	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	86.78	87.12	87.24	87.78	87.22	88.54	87.19	88.51	89.47	87.04	88.78	88.44	88.05	89.38	87.17	87.44	89.73	90.05	88.77	89.51	88.29	87.49	88.81	87.41	87.97	88.60
2	372	64	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	87.01	86.11	87.56	88.05	87.11	88.95	88.08	87.77	87.77	88.54	88.88	88.68	88.43	86.50	88.58	88.32	88.84	88.28	88.71	88.94	89.18	87.90	89.10	88.32	89.94	88.16
3	372	64	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	87.28	88.12	87.21	89.58	88.15	89.03	87.90	42.66	89.37	89.98	88.96	88.76	89.45	87.63	89.44	89.14	88.81	89.16	88.01	89.85	89.76	87.73	86.45	90.35	88.28	87.12
8	372	64	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	87.82	86.74	84.77	86.75	87.81	87.60	87.00	85.59	87.76	86.92	87.55	88.61	87.55	89.30	89.81	88.03	87.67	91.10	87.74	88.49	86.97	86.92	89.64	88.41	88.57	88.05
9	372	64	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	87.99	88.01	87.53	88.92	88.75	90.50	88.24	89.29	88.67	88.81	89.36	88.82	88.40	88.86	89.65	90.67	89.99	87.45	88.23	88.39	88.57	88.32	88.23	88.73	88.06	89.45
10	372	64	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	89.24	88.00	84.50	89.25	87.86	87.81	89.11	89.56	87.24	89.07	88.90	89.96	88.26	89.28	88.68	88.61	88.35	88.54	88.28	89.25	88.76	88.35	87.43	88.12	88.29	90.49
11	372	64	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	88.46	89.99	85.96	86.85	89.95	88.72	87.77	90.24	88.91	87.26	88.33	88.85	88.24	89.28	87.93	89.73	87.76	87.45	88.67	89.22	88.30	88.61	87.49	88.95	88.43	87.73
16	372	64	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	87.12	87.32	87.14	87.89	87.68	87.89	86.95	87.41	88.38	87.11	87.87	88.66	87.98	89.94	87.10	86.30	88.35	89.03	87.69	86.69	88.72	82.38	87.27	87.47	88.84	86.59
17	372	64	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	87.67	89.29	86.54	88.75	88.34	87.78	86.10	87.88	88.72	90.43	87.77	90.29	88.95	89.61	87.20	88.46	87.54	89.58	87.94	88.38	88.11	87.01	89.52	88.88	89.17	87.28
18	372	64	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	87.41	89.89	87.27	86.58	88.02	87.68	88.62	88.63	89.37	87.95	87.68	90.22	87.49	89.08	88.84	88.35	90.19	89.67	87.90	91.02	89.27	87.73	88.58	88.62	87.03	88.90
19	372	64	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	86.19	89.18	89.80	88.47	89.57	88.07	87.84	88.33	88.31	89.44	90.81	89.91	88.97	88.47	88.82	90.15	89.45	89.85	88.96	88.89	90.20	89.25	86.78	89.18	89.74	87.14
24	372	64	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	87.64	89.04	87.28	88.81	87.13	87.85	87.06	88.23	87.92	88.41	87.08	90.26	88.03	89.64	88.97	88.16	88.42	88.25	87.23	88.86	88.43	89.31	88.94	87.97	89.32	87.93
25	372	64	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	87.99	88.90	88.47	89.05	88.04	88.29	89.48	89.23	89.39	89.56	88.75	88.81	88.57	88.81	88.67	89.98	89.62	89.84	90.10	89.12	88.27	88.60	90.17	89.67	87.93	88.77
26	372	64	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	86.69	89.50	88.37	89.32	87.22	87.95	88.85	88.68	88.29	89.99	90.51	89.19	89.88	87.37	87.54	89.66	89.61	86.61	88.30	89.35	89.24	89.09	87.16	89.20	89.71	89.32
27	372	64	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	89.13	88.72	87.04	89.81	88.54	88.83	88.78	88.84	88.52	90.11	88.14	89.25	89.03	88.56	89.69	89.33	88.21	88.67	88.51	90.46	88.32	88.25	88.51	87.60	89.59	87.97
32	372	64	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	86.56	88.20	87.32	88.77	88.17	88.24	88.54	89.90	86.75	89.03	88.12	89.21	88.85	88.40	88.22	88.03	90.30	89.89	89.25	87.80	89.21	90.05	88.59	88.41	87.21	89.28
33	372	64	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	87.64	89.43	89.16	88.11	87.55	88.82	90.57	87.71	89.42	89.26	87.73	90.34	89.38	88.59	89.43	88.65	89.60	87.63	89.76	88.24	90.06	89.24	87.62	88.78	87.89	88.68
34	372	64	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	42.66	88.29	88.65	88.35	89.39	89.56	89.30	90.25	88.24	86.99	88.38	88.39	89.52	88.30	88.59	89.34	88.15	88.86	89.35	88.43	88.66	88.18	89.09	87.22	89.43	88.18
35	372	64	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	87.51	89.59	88.26	88.83	89.45	87.95	88.90	89.74	88.38	89.28	89.60	88.98	87.61	89.11	87.59	88.08	90.10	88.72	86.99	89.46	89.05	89.67	89.64	87.85	89.78	88.99
40	372	64	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	85.13	86.09	87.93	87.70	88.99	88.51	87.51	86.27	87.11	86.99	87.75	87.93	85.79	87.14	88.39	89.04	87.75	87.28	88.20	89.38	87.41	89.32	87.99	88.61	88.09	88.55
41	372	64	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	88.11	89.40	87.53	88.71	88.45	88.88	86.85	88.73	90.08	90.70	89.21	89.29	88.91	89.87	90.30	87.92	89.26	88.60	89.93	90.63	88.89	90.22	88.23	88.62	88.90	89.33
42	372	64	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	88.09	88.35	88.78	89.20	89.57	89.97	89.51	89.43	88.76	89.80	90.34	89.25	89.32	88.64	88.12	89.00	89.05	85.05	88.55	88.48	88.47	88.17	87.79	88.00	88.96	88.92
43	372	64	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	89.04	88.31	89.93	89.39	88.40	90.12	87.75	89.28	88.02	87.28	89.62	89.26	89.04	88.66	89.21	88.19	87.93	88.02	90.66	87.47	88.39	90.25	88.45	88.74	90.19	90.02
48	372	64	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	87.19	87.86	88.32	87.49	88.38	88.17	88.30	88.37	87.19	88.41	88.50	89.38	89.49	88.89	88.97	88.45	87.44	87.56	89.43	88.29	88.14	87.91	87.54	88.30	89.74	88.82
49	372	64	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	87.68	89.12	88.20	88.83	89.03	88.74	87.68	89.60	87.67	87.32	88.96	89.76	90.01	88.40	89.64	90.05	90.73	88.74	89.79	87.32	90.74	88.77	88.36	87.94	88.62	87.89
50	372	64	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	87.00	89.13	88.08	87.54	86.44	88.59	88.07	88.81	88.93	88.77	89.57	89.90	89.72	90.72	88.11	88.99	89.42	89.62	90.16	90.27	88.97	88.58	89.52	87.70	90.14	89.63
51	372	64	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	88.31	88.94	88.98	87.48	90.46	89.25	90.09	90.27	86.89	87.48	88.29	89.31	90.43	88.25	88.24	89.58	89.35	88.89	88.82	89.96	88.69	89.45	88.28	87.63	88.77	88.63
56	372	64	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	88.50	88.43	88.46	88.47	87.72	88.30	89.05	88.54	88.04	87.55	88.37	89.05	85.91	88.12	88.71	88.31	87.21	86.73	89.90	88.73	89.00	87.99	87.88	87.64	88.58	88.71
57	372	64	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	88.21	85.80	88.27	88.54	88.19	88.52	89.22	89.58	88.08	88.09	88.84	89.74	89.92	89.85	86.47	88.37	89.99	88.35	88.92	89.04	88.12	88.52	87.88	87.85	90.75	89.14
58	372	64	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	87.63	88.96	88.27	89.14	88.41	88.90	88.00	88.63	89.37	87.66	89.38	89.49	90.18	89.08	88.15	89.91	88.95	87.60	88.38	89.08	87.32	88.27	87.72	88.23	88.78	42.66
59	372	64	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	87.12	87.98	90.26	87.79	87.09	88.42	89.90	90.48	89.10	87.96	88.77	89.34	90.75	89.52	88.67	89.05	89.14	88.78	88.04	90.83	87.72	88.09	89.07	89.95	89.67	88.07
64	372	64	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	86.94	88.26	87.23	87.30	89.09	88.74	87.81	88.57	90.56	89.54	89.03	87.69	88.52	88.47	87.44	89.27	88.90	88.25	89.33	90.81	88.59	89.89	87.65	87.95	89.27	88.05
65	372	64	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	88.35	88.54	86.93	88.34	89.14	87.37	88.74	87.04	89.25	88.64	87.89	88.94	86.79	89.40	90.42	89.40	88.57	88.74	87.35	87.47	88.45	87.99	87.71	85.99	87.86	87.66
66	372	64	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	86.94	89.82	86.50	89.04	89.25	89.57	87.34	89.16	88.89	86.65	88.86	88.71	90.16	89.88	87.15	89.11	88.49	89.26	87.78	89.26	88.07	87.34	87.89	88.50	91.42	89.96
67	372	64	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	87.43	88.02	87.14	87.49	88.73	89.36	88.84	88.89	88.75	89.56	89.09	89.79	89.26	89.19	88.34	88.84	89.55	88.32	87.48	89.06	87.47	87.53	87.54	88.98	88.40	86.79
72	372	64	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	85.59	85.96	87.37	85.92	87.71	87.36	87.60	88.36	87.42	88.28	88.08	88.40	88.30	86.81	88.78	88.18	88.81	88.88	88.42	89.64	87.44	87.85	88.50	88.58	87.95	88.17
73	372	64	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	87.55	86.73	87.31	87.45	89.32	88.96	88.23	88.49	88.03	87.53	89.04	87.54	88.85	88.50	89.21	90.44	88.24	88.48	87.48	90.86	87.70	88.24	88.09	90.74	89.21	89.46
74	372	64	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	86.96	88.59	88.74	87.95	87.75	88.29	89.01	89.72	87.82	89.71	90.08	87.93	89.91	88.10	89.61	90.29	89.43	87.37	88.76	89.02	88.74	88.75	88.45	89.03	88.88	89.11
75	372	64	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	87.82	90.36	88.39	89.33	88.26	88.56	87.76	88.43	90.11	88.10	89.35	89.67	88.23	89.64	87.96	90.15	89.36	88.29	89.19	91.18	87.57	88.70	87.07	87.97	87.00	89.25
80	372	64	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	85.61	87.85	86.60	86.62	88.49	87.58	86.98	87.07	87.26	88.21	88.60	89.46	88.21	86.31	89.02	87.02	89.44	86.10	87.56	88.70	88.32	89.34	86.72	87.99	85.51	88.11
81	372	64	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	88.94	88.71	88.11	88.95	86.32	90.27	88.38	90.30	88.09	87.83	89.73	89.72	89.65	88.85	87.96	88.15	89.40	89.36	90.90	89.36	88.74	87.55	88.23	87.31	89.50	88.00
82	372	64	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	89.64	89.26	87.57	88.56	88.38	88.56	87.67	88.80	88.66	88.09	88.96	88.43	89.73	88.45	88.58	88.08	89.22	87.67	89.78	89.03	87.35	89.18	87.57	89.17	88.75	88.84
83	372	64	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	87.99	88.54	87.93	87.69	89.44	87.83	87.81	88.73	90.38	89.24	88.62	89.80	90.98	90.62	88.03	86.96	89.55	87.80	89.06	89.12	88.13	88.09	87.73	88.89	88.81	88.12
88	372	64	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	86.33	88.29	85.61	82.07	88.12	88.39	87.62	88.51	88.14	87.48	89.21	89.27	87.24	89.78	88.62	85.87	89.16	88.39	87.41	88.60	88.62	86.89	83.20	88.27	88.62	88.76
89	372	64	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	85.98	87.31	88.30	88.02	87.35	87.51	87.77	88.96	86.98	89.31	89.49	89.33	87.83	88.34	89.40	88.37	88.89	88.67	88.11	88.17	89.26	88.68	86.57	87.70	89.11	88.43
90	372	64	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	87.97	87.22	86.44	90.88	90.44	88.97	88.24	88.88	88.17	89.01	87.54	88.57	88.75	88.64	88.94	89.22	88.31	89.49	89.89	89.92	87.06	88.26	88.65	87.71	88.03	88.53
91	372	64	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	88.54	88.31	90.31	90.18	88.51	88.25	88.74	90.52	88.94	89.04	89.21	88.36	88.87	90.84	89.55	89.42	89.55	89.53	91.12	88.54	87.57	89.67	88.81	89.23	88.25	90.07
96	372	64	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	87.41	89.28	87.01	87.92	88.09	88.95	88.31	89.51	88.21	88.90	88.87	89.05	88.64	88.69	88.71	88.56	87.46	88.19	89.23	87.90	87.79	88.87	88.33	87.10	88.43	89.43
97	372	64	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	87.75	87.98	88.22	88.57	90.03	88.85	88.69	88.99	89.87	87.89	88.69	89.79	89.50	89.44	89.13	90.42	88.10	89.35	89.69	88.79	89.29	89.46	89.64	89.01	88.43	88.11
98	372	64	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	88.62	88.93	88.19	88.48	88.81	89.44	88.67	89.25	90.23	89.65	89.31	89.12	90.15	88.24	88.60	89.11	87.17	89.48	89.72	89.06	87.43	88.51	90.27	89.68	88.53	90.19
99	372	64	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	86.87	89.02	86.77	88.60	88.01	89.09	89.94	88.04	88.55	88.56	88.72	89.80	88.64	89.64	88.48	89.13	89.02	89.01	88.81	89.97	87.35	88.90	88.31	89.11	89.14	88.97
104	372	64	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	86.06	88.67	87.81	87.14	87.61	88.53	88.40	88.64	89.29	89.12	89.11	88.32	88.60	87.18	89.00	88.82	87.92	87.28	87.70	89.16	88.80	87.77	87.23	88.69	89.14	89.26
105	372	64	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	87.88	87.78	89.45	90.10	87.99	88.73	89.29	89.75	89.14	89.04	89.64	89.30	90.90	88.36	90.22	90.85	88.91	89.14	89.15	90.44	87.93	88.60	87.83	89.00	89.33	88.16
106	372	64	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	87.03	89.15	89.89	88.05	88.89	89.94	88.24	88.42	89.72	90.44	88.26	88.80	88.74	88.85	87.71	90.42	89.49	89.33	89.36	88.48	88.29	88.86	89.01	89.14	90.55	88.82
107	372	64	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	87.72	89.77	88.05	89.99	90.81	89.66	89.28	88.67	89.93	89.95	89.90	90.66	88.74	90.22	89.21	90.71	89.78	91.09	87.92	88.81	90.08	89.55	88.19	88.22	89.25	89.14
112	372	64	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	87.82	89.23	86.05	86.36	89.68	87.25	86.57	88.61	86.12	89.90	87.76	88.31	87.71	89.10	89.23	89.22	87.99	89.25	88.88	88.32	87.57	88.43	89.43	87.19	89.26	87.33
113	372	64	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	89.58	86.77	88.74	89.70	87.83	88.69	88.56	89.20	88.06	89.07	89.46	89.82	89.25	89.10	88.27	89.70	89.92	88.88	88.23	88.51	87.16	89.06	87.30	88.84	88.58	88.08
114	372	64	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	89.36	89.71	87.94	89.19	88.63	89.60	88.75	89.47	89.95	89.96	89.64	89.83	89.52	86.93	87.80	89.81	87.41	90.45	88.96	91.36	89.92	88.26	89.96	87.37	89.12	88.76
115	372	64	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	87.99	88.79	89.29	89.65	89.82	88.53	88.33	89.26	89.96	88.35	90.52	88.67	90.25	88.60	87.73	88.32	88.90	89.13	88.55	89.51	87.54	91.98	88.64	86.55	88.77	89.01
120	372	64	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	87.11	87.90	87.59	89.56	88.36	87.61	87.88	88.31	88.39	87.83	88.93	88.16	87.74	89.02	87.37	89.39	88.83	87.88	88.92	88.23	88.32	89.02	88.74	89.25	87.73	88.18
121	372	64	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	87.83	88.58	88.27	87.77	88.61	88.90	88.90	88.48	88.24	88.86	90.11	89.22	90.19	87.86	87.77	91.04	91.11	89.35	89.30	88.69	88.38	88.40	87.99	89.42	89.39	89.33
122	372	64	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	88.24	88.41	89.03	88.97	87.82	90.17	88.67	89.70	88.68	88.39	89.33	88.02	89.57	90.65	89.42	88.93	87.32	89.08	89.79	88.52	89.45	87.63	88.72	86.92	89.08	85.48
123	372	64	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	88.05	88.55	89.22	89.86	88.26	88.01	88.49	90.98	90.18	87.24	90.42	88.93	89.29	89.14	89.80	89.16	88.33	87.23	88.30	89.82	88.72	89.04	87.69	88.08	88.28	88.58
128	372	64	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	87.79	88.62	86.90	88.80	88.38	87.60	87.98	88.37	88.00	87.94	88.84	89.00	86.59	88.47	88.07	87.33	88.26	87.75	88.70	89.20	88.49	90.68	90.31	87.54	89.42	88.54
129	372	64	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	88.49	88.87	88.72	88.72	89.10	88.39	88.26	89.37	88.42	88.75	87.39	89.26	89.47	88.45	89.65	90.24	89.35	88.20	88.23	88.12	89.87	88.54	90.13	87.81	88.79	89.20
130	372	64	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	88.85	88.68	88.25	88.30	89.33	89.10	89.15	89.59	87.58	89.64	90.79	89.87	89.87	89.69	88.42	89.31	89.24	90.30	89.90	90.87	89.29	86.86	87.69	87.78	87.51	88.37
131	372	64	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	87.84	88.68	88.39	89.30	88.62	88.25	89.11	89.56	89.07	89.37	89.31	89.77	88.89	87.51	89.20	88.70	88.44	89.08	87.84	89.35	88.14	88.60	88.59	88.48	89.31	86.65
136	372	64	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	87.57	87.12	86.74	87.72	87.91	89.37	88.96	89.81	87.63	88.29	88.30	88.86	87.61	88.85	86.72	88.12	87.65	87.42	87.43	87.51	88.64	87.76	87.83	89.17	91.02	88.31
137	372	64	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	86.94	88.60	88.04	89.83	88.50	90.02	88.55	88.30	88.95	88.67	90.23	89.11	89.89	89.80	88.60	90.17	89.13	89.27	89.17	90.12	88.68	88.30	89.90	90.20	89.13	87.19
138	372	64	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	87.17	87.72	87.96	87.48	89.30	87.26	88.28	90.13	88.79	90.51	89.67	88.57	87.36	88.11	90.58	88.78	88.54	89.56	89.17	88.66	87.97	88.61	88.37	89.18	87.93	88.63
139	372	64	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	88.72	89.96	88.25	88.61	87.38	89.59	87.50	88.91	87.20	89.59	88.29	89.67	89.15	87.18	89.90	89.40	88.68	88.44	90.26	89.59	88.08	88.80	88.98	89.39	87.87	90.02
144	372	64	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	88.94	91.46	90.28	90.21	89.35	90.30	90.45	89.19	89.74	89.12	91.33	90.30	89.10	89.87	89.11	90.38	89.24	90.85	90.33	90.69	91.10	90.27	89.45	89.85	89.32	90.25
145	372	64	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	89.94	88.73	90.97	90.50	90.09	91.00	88.80	89.41	90.93	89.57	89.93	89.99	90.50	89.31	90.19	90.30	89.77	90.06	89.08	91.58	89.36	90.08	90.93	88.87	89.16	89.35
146	372	64	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	88.76	88.16	89.90	91.01	88.22	90.43	90.25	90.37	89.85	89.10	90.23	90.80	90.49	89.94	89.56	89.60	89.33	88.93	90.29	90.48	90.43	90.49	89.97	89.20	89.20	89.92
147	372	64	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	88.78	89.99	89.41	89.87	88.07	89.90	88.67	90.45	89.56	89.53	90.04	90.80	89.81	90.90	88.95	89.96	90.53	89.31	90.41	89.61	91.32	88.92	90.10	89.47	88.43	88.74
152	372	64	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	89.17	89.43	89.83	91.08	88.48	90.52	89.03	89.99	89.91	89.23	88.41	90.92	89.01	90.32	90.40	90.68	90.70	89.55	90.28	89.95	89.97	90.73	90.07	89.66	88.65	88.43
153	372	64	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	88.88	89.60	88.95	89.86	90.47	90.38	89.22	89.61	89.59	89.19	90.70	90.97	89.46	89.37	90.20	88.98	90.43	89.27	90.90	90.27	89.61	91.23	89.20	88.38	88.88	87.57
154	372	64	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	88.56	91.03	91.10	90.14	90.67	90.60	90.74	90.62	90.28	89.56	90.74	91.99	90.73	89.70	89.97	89.78	89.61	89.46	91.59	91.22	89.37	91.10	88.43	90.73	90.13	90.30
155	372	64	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	90.17	90.06	89.11	90.11	90.34	90.12	89.98	89.03	89.99	88.84	91.33	90.28	89.94	88.72	89.96	89.78	89.83	90.53	90.66	90.93	89.08	90.85	89.93	89.43	90.11	89.91
160	372	64	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	88.97	90.05	88.53	87.60	89.50	90.36	90.59	89.80	89.37	91.15	89.77	89.60	91.20	89.36	89.24	89.13	91.65	88.74	90.61	90.44	89.20	89.86	90.23	89.31	89.90	90.24
161	372	64	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	88.51	89.25	89.53	89.02	89.80	90.46	90.42	89.48	88.20	88.25	91.05	90.19	89.87	91.18	88.16	90.91	89.02	90.01	90.44	90.29	89.93	89.45	88.38	89.82	89.13	90.61
162	372	64	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	88.98	90.67	89.55	90.17	89.45	89.39	89.94	91.27	88.36	90.45	90.60	90.83	91.06	89.11	88.42	88.39	91.20	89.82	90.30	90.08	90.13	89.76	88.36	89.00	91.10	90.34
163	372	64	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	89.02	88.92	89.31	88.49	87.98	89.97	89.60	89.11	89.99	89.72	90.63	90.42	91.16	90.59	89.09	89.17	90.61	89.35	89.97	89.83	90.22	91.50	89.76	89.71	88.28	90.18
168	372	64	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	89.84	90.67	87.81	89.12	89.38	90.35	89.55	88.17	88.06	89.54	91.16	90.66	89.35	89.83	89.04	90.81	89.30	89.78	91.00	89.60	90.74	89.67	88.91	88.79	89.01	90.48
169	372	64	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	89.37	89.25	88.96	89.86	89.32	90.27	90.77	88.81	90.03	90.06	91.76	89.73	89.10	91.04	89.85	90.47	89.78	89.42	90.20	90.47	89.20	90.46	89.13	87.98	89.27	88.69
170	372	64	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	88.78	91.03	89.67	89.13	89.34	91.05	89.34	91.02	90.29	89.36	90.53	90.54	89.65	90.51	89.49	90.12	88.92	89.36	89.75	91.81	91.47	91.51	88.18	89.73	88.74	88.94
171	372	64	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	90.37	89.72	88.99	88.44	89.78	89.70	89.12	90.05	89.94	89.39	90.98	89.68	90.47	90.13	90.55	90.74	89.16	89.68	90.83	90.49	89.23	89.73	89.22	90.75	91.52	89.20
176	372	64	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	91.85	89.89	87.85	88.33	90.54	89.78	89.76	89.88	88.95	88.89	91.75	90.25	90.62	89.45	88.44	90.99	89.81	90.78	91.68	90.79	91.29	90.74	88.96	89.64	91.08	90.10
177	372	64	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	89.14	89.56	88.85	90.24	89.57	89.65	90.54	89.40	90.47	89.00	90.75	90.94	89.60	89.35	90.07	90.96	90.95	89.20	90.55	91.04	89.93	90.86	90.14	88.84	90.03	89.67
178	372	64	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	88.91	89.89	89.50	89.96	88.60	89.91	89.69	90.17	89.59	89.37	91.35	91.24	90.67	90.50	89.42	89.36	90.04	88.97	90.40	89.82	90.30	90.24	89.79	89.56	90.77	89.41
179	372	64	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	90.05	89.48	89.55	90.08	88.93	90.72	89.67	90.64	91.09	89.67	89.71	90.65	90.13	89.00	88.71	89.07	90.37	89.90	90.54	90.21	90.85	90.32	89.76	89.87	90.49	90.13
184	372	64	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	87.97	89.71	89.20	89.02	88.39	89.91	90.15	89.51	89.77	89.18	89.16	90.25	89.91	90.03	91.36	89.93	89.26	89.68	91.11	90.45	89.08	90.13	89.97	89.82	90.46	89.80
185	372	64	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	89.72	89.61	89.27	89.02	90.26	90.81	90.20	89.27	89.04	90.78	91.29	91.19	89.34	88.20	90.61	89.86	89.83	91.17	89.30	89.20	90.36	90.07	89.69	89.09	88.42	89.39
186	372	64	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	88.81	90.41	91.21	89.59	90.93	91.00	88.93	89.72	89.67	89.32	89.60	89.01	90.51	89.49	89.70	89.06	90.99	89.66	90.56	90.15	90.42	90.50	89.04	88.98	90.96	88.57
187	372	64	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	89.55	91.67	87.87	90.86	90.03	90.88	90.69	89.62	89.57	89.67	90.18	88.88	89.52	89.54	90.14	89.76	89.54	89.38	90.15	90.19	91.38	91.17	90.71	88.80	89.44	89.56
192	372	64	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	89.29	90.82	91.06	89.55	89.80	90.33	89.08	88.02	90.85	88.94	89.74	88.43	91.03	89.89	88.84	88.97	88.56	91.31	90.84	90.97	89.48	90.85	89.67	89.05	87.25	88.22
193	372	64	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	89.62	90.24	88.09	88.92	89.03	90.56	90.27	89.40	90.04	89.47	91.30	89.86	90.27	88.93	88.78	90.64	89.34	89.04	90.19	90.46	88.16	90.48	88.21	87.93	90.04	88.82
194	372	64	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	90.13	90.55	88.96	89.80	90.01	89.95	90.50	90.40	89.00	89.15	90.48	90.90	89.64	89.49	90.82	89.64	89.54	90.47	90.18	90.65	89.51	90.78	89.34	89.20	89.11	87.50
195	372	64	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	90.52	89.20	89.53	89.99	88.34	90.54	89.17	89.66	89.54	89.95	89.63	90.98	89.77	90.14	89.49	89.82	90.86	88.74	89.85	90.57	88.81	90.15	90.37	89.49	90.37	88.67
200	372	64	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	89.56	90.00	90.01	88.77	88.80	90.53	89.68	90.39	90.03	90.04	90.40	90.10	90.11	89.88	89.20	91.10	88.95	89.29	90.89	89.41	88.86	90.36	88.11	89.50	90.05	90.19
201	372	64	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	88.96	90.60	87.16	89.67	90.61	90.30	90.94	89.36	89.19	89.80	91.24	91.06	90.16	89.66	90.24	90.17	89.67	88.53	90.65	91.72	88.57	89.41	88.87	90.33	89.60	89.13
202	372	64	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	89.33	89.59	89.24	88.78	90.27	90.92	89.91	88.73	89.84	89.72	89.94	89.76	90.26	88.33	89.25	89.79	89.11	89.92	89.95	88.93	89.42	89.23	87.84	90.37	88.57	87.55
203	372	64	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	89.67	90.72	89.07	91.17	89.87	91.25	90.38	90.11	89.94	88.91	90.73	90.46	89.77	89.36	89.64	90.49	89.84	90.14	90.13	90.92	89.74	89.92	89.51	90.14	89.28	90.70
208	372	64	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	88.05	88.52	88.93	88.84	89.23	90.40	90.57	89.87	89.70	88.73	90.97	89.10	90.96	88.67	90.44	89.56	88.51	91.70	91.16	88.75	88.96	91.34	90.74	88.63	88.58	90.80
209	372	64	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	89.38	90.17	88.73	89.53	88.93	89.55	89.26	89.28	89.21	89.45	90.15	91.06	89.57	89.03	88.44	88.83	89.56	90.44	88.67	90.64	90.67	90.17	88.97	89.06	89.97	90.01
210	372	64	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	89.34	90.63	89.53	90.86	88.79	90.78	90.03	90.92	89.50	89.13	90.28	90.12	90.18	88.93	88.35	89.93	89.46	91.26	89.42	90.11	90.00	89.64	90.07	89.95	91.19	90.55
211	372	64	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	89.47	90.37	89.29	89.32	89.24	91.13	89.40	90.41	88.70	89.85	90.69	90.40	89.80	88.10	89.65	89.26	89.81	89.69	90.27	91.28	89.29	89.98	87.67	90.19	89.40	89.72
216	372	64	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	89.29	90.54	89.53	89.61	89.63	89.98	88.40	90.03	90.08	89.58	89.24	90.72	89.32	90.84	89.95	90.66	90.51	90.64	89.81	92.04	89.45	90.53	90.20	88.91	89.82	89.70
217	372	64	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	89.09	89.71	90.11	91.03	88.90	91.42	90.76	89.06	89.78	90.40	91.47	90.14	90.30	89.93	89.31	91.41	89.79	90.86	90.81	90.46	89.43	91.37	91.25	89.26	88.41	89.78
218	372	64	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	91.06	90.15	89.74	89.44	89.22	90.42	90.78	89.93	88.77	90.20	89.82	90.45	90.85	91.03	89.76	89.16	90.06	90.60	90.22	90.30	89.40	90.39	89.48	88.93	88.96	89.49
219	372	64	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	88.83	89.48	89.35	89.07	90.10	91.22	90.33	89.65	90.73	89.57	90.48	91.16	91.08	89.63	91.32	90.08	91.73	90.57	90.72	90.31	90.73	90.19	89.86	89.75	88.84	90.11
224	372	64	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	89.29	89.74	88.78	88.75	88.52	89.15	89.79	89.72	90.27	89.24	90.99	90.27	89.03	88.50	88.95	89.32	90.29	91.13	89.95	90.56	90.80	91.09	89.92	89.49	89.41	89.75
225	372	64	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	90.64	89.75	90.57	90.52	90.33	90.07	90.25	90.67	88.66	90.54	90.93	90.63	89.69	88.95	90.09	91.56	90.23	89.42	90.22	90.48	90.61	90.93	88.83	89.45	88.80	89.96
226	372	64	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	90.20	91.07	90.45	89.91	90.11	90.78	90.06	89.67	89.69	89.27	90.13	90.87	92.15	89.95	89.82	89.64	90.23	90.77	90.42	90.12	88.77	89.65	89.93	90.13	89.34	88.31
227	372	64	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	88.72	89.92	90.58	89.49	89.50	90.67	90.83	90.70	91.01	88.98	89.85	90.86	89.69	89.72	88.70	90.31	90.08	90.31	90.01	91.08	90.02	90.39	88.70	90.12	91.43	88.96
232	372	64	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	89.66	91.18	90.53	89.89	88.65	90.88	89.24	90.04	89.87	89.61	90.71	90.23	90.11	89.00	88.38	90.49	90.59	89.41	90.17	90.20	89.88	90.85	90.50	90.71	90.85	88.32
233	372	64	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	88.70	89.01	89.85	88.88	88.76	90.75	90.55	88.91	89.64	89.19	90.61	91.51	90.16	88.72	89.50	90.35	89.84	90.78	90.55	90.09	90.68	89.95	88.91	91.27	88.94	89.11
234	372	64	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	88.76	90.25	89.47	89.36	89.64	90.15	89.04	90.46	89.50	90.10	90.10	89.79	90.38	88.54	89.21	89.97	90.81	89.93	90.36	90.76	91.23	92.06	88.21	89.51	89.28	90.27
235	372	64	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	89.41	89.83	90.43	89.42	88.19	90.31	90.73	88.89	90.11	89.75	91.38	90.96	89.06	88.65	89.30	90.05	90.04	90.47	90.66	91.81	90.47	90.66	90.60	88.71	91.74	90.64
240	372	64	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	89.03	90.05	89.51	89.74	90.00	90.32	90.64	90.20	90.43	89.55	90.05	90.17	90.99	88.41	89.96	89.90	88.50	90.16	90.78	89.22	90.58	89.35	89.79	88.42	89.45	88.03
241	372	64	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	89.07	89.39	89.86	90.64	90.01	90.39	89.42	89.69	89.74	90.16	90.78	89.92	89.17	90.76	88.70	90.42	90.68	89.45	91.42	90.91	89.75	91.09	89.27	90.25	90.22	88.25
242	372	64	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	88.17	90.83	89.87	90.81	89.86	91.25	88.93	91.00	90.33	90.06	90.56	90.51	91.17	90.30	88.84	90.23	89.78	91.60	90.00	90.85	90.58	89.58	91.39	90.11	90.25	89.86
243	372	64	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	89.78	89.59	89.36	89.61	89.89	90.53	90.84	90.48	88.99	89.20	90.28	90.30	89.47	91.34	89.90	91.16	89.23	89.63	89.97	89.90	89.75	92.17	90.21	90.98	90.07	90.14
248	372	64	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	90.13	89.85	90.03	89.34	88.34	90.67	89.55	89.69	90.40	89.38	90.99	90.65	89.11	88.56	89.27	88.88	89.39	88.98	89.14	90.62	89.94	90.63	91.53	89.69	90.26	91.35
249	372	64	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	88.28	89.50	90.18	88.38	89.28	90.19	88.33	89.64	91.85	89.90	91.27	90.66	90.91	89.58	89.63	90.30	89.71	90.65	90.09	90.29	90.01	91.29	87.82	88.70	90.49	88.66
250	372	64	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	91.12	89.42	88.97	88.84	89.61	90.71	89.13	88.39	90.46	90.00	90.91	90.42	90.04	90.09	90.03	90.13	88.62	89.43	90.28	91.22	89.49	89.73	90.70	89.93	90.95	89.20
251	372	64	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	88.83	89.50	89.71	90.11	89.94	91.00	88.76	90.49	90.47	90.14	90.65	89.47	89.78	89.64	90.57	90.28	90.84	90.83	90.63	91.45	91.10	89.77	90.67	89.32	88.64	89.75
256	372	64	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	90.30	89.83	89.83	88.53	88.93	90.27	89.55	89.81	89.33	89.84	90.65	90.17	89.99	89.91	90.29	89.31	88.98	89.59	90.74	89.38	90.90	91.25	89.74	89.93	90.52	89.54
257	372	64	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	88.34	89.88	89.59	89.73	91.18	89.98	89.66	88.46	90.54	89.43	89.88	90.94	89.54	88.97	90.17	88.81	90.16	89.92	89.55	90.19	90.22	91.12	90.41	91.23	90.61	89.18
258	372	64	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	90.00	90.01	89.13	90.01	89.23	90.05	88.98	90.16	90.72	89.35	90.50	89.78	91.22	91.84	90.73	90.91	91.00	89.93	90.22	89.80	89.98	91.57	89.77	91.54	89.62	91.39
259	372	64	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	88.76	91.22	88.87	89.15	88.31	91.01	88.76	90.51	91.03	90.40	90.20	89.54	89.49	89.58	90.70	90.36	88.50	90.89	89.31	90.03	88.49	89.21	89.22	91.07	91.60	89.73
264	372	64	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	89.10	88.67	88.35	89.37	90.04	90.62	88.71	90.42	89.53	91.05	90.41	90.25	90.93	89.86	89.83	89.84	88.55	88.53	89.99	90.42	89.32	90.44	88.87	90.16	88.98	88.89
265	372	64	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	89.27	90.90	88.67	89.46	90.35	89.66	88.74	89.53	91.96	89.66	90.88	89.61	89.60	90.58	89.85	90.00	90.27	90.14	90.79	89.48	91.30	89.12	90.97	89.10	89.98	88.93
266	372	64	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	88.47	89.71	88.65	90.04	88.56	90.41	89.70	88.60	89.04	89.68	90.95	89.49	89.24	89.70	90.29	89.32	89.77	89.39	90.25	88.83	90.60	90.54	89.25	88.59	89.69	88.70
267	372	64	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	90.05	92.00	88.83	88.45	90.07	89.47	89.32	91.28	89.70	89.06	90.97	90.34	90.23	89.21	88.93	90.35	89.68	89.71	90.23	90.60	90.49	89.41	90.68	90.92	89.65	87.82
272	372	64	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	89.43	90.92	89.00	89.35	89.49	89.78	89.56	89.02	89.60	90.27	90.92	90.46	90.62	88.60	90.05	90.99	89.87	88.71	90.36	90.60	90.86	91.19	88.55	90.68	89.12	90.12
273	372	64	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	89.47	88.91	89.64	89.39	87.95	90.84	90.80	89.76	89.78	90.54	89.49	91.01	91.03	88.88	90.42	88.99	89.19	89.71	89.92	89.48	91.21	91.79	90.67	88.22	90.72	87.89
274	372	64	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	89.34	91.00	89.99	90.29	89.94	89.57	88.98	90.28	89.47	88.83	89.76	89.94	91.33	88.45	89.31	91.01	89.11	89.36	90.60	90.09	89.59	90.69	90.54	88.13	90.08	88.53
275	372	64	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	90.50	91.34	89.72	89.61	91.14	90.39	90.48	89.68	90.47	88.58	89.97	90.82	90.34	89.41	90.24	90.02	88.72	91.13	89.72	91.01	89.57	89.43	88.83	89.34	91.08	90.91
280	372	64	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	89.17	89.27	90.96	89.61	90.02	89.27	90.58	90.55	89.74	90.18	90.43	90.53	90.26	88.01	89.07	90.40	91.11	90.15	89.98	90.55	89.33	89.98	88.69	90.68	89.70	89.94
281	372	64	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	89.62	90.67	89.34	88.74	89.06	90.31	89.62	90.89	89.60	89.19	90.90	90.56	89.67	89.67	90.52	90.56	89.81	89.11	89.73	91.23	89.74	90.17	90.10	90.43	88.63	90.25
282	372	64	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	88.03	90.63	88.93	88.90	88.87	89.47	90.02	89.87	88.73	89.20	89.60	90.39	90.63	89.62	88.31	88.56	89.27	89.29	90.12	90.55	89.76	91.44	89.17	89.91	90.80	90.18
283	372	64	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	88.67	90.82	87.77	89.70	89.56	90.63	89.58	89.38	89.83	89.60	90.17	89.48	90.60	90.15	89.87	89.26	89.69	88.93	88.94	90.34	90.62	90.02	88.85	89.49	90.51	89.60

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
0	372	64	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	92.12	91.04	86.65	90.34	91.36	92.34	92.72	91.74	90.60	91.53	92.39	92.24	91.22	92.81	91.81	91.69	92.17	91.78	91.33	91.72	92.45	92.82	92.91	93.34	90.93	92.11
1	372	64	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	93.40	91.56	92.13	92.96	91.14	92.09	92.32	91.80	93.95	92.57	92.24	91.63	92.14	93.19	91.11	93.27	92.94	91.58	92.74	90.64	92.80	91.55	92.83	90.50	93.18	92.03
2	372	64	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	92.34	90.95	94.14	91.01	91.80	91.53	93.38	91.91	90.24	92.78	91.12	91.89	90.05	93.41	92.84	91.85	93.21	93.60	93.60	90.82	93.36	92.66	92.98	91.29	93.46	90.43
3	372	64	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	92.08	93.51	91.98	94.03	90.96	91.19	92.18	49.17	91.83	93.64	94.54	91.39	94.03	90.79	92.47	92.48	90.23	93.22	92.11	94.55	94.65	92.38	93.95	93.68	93.29	91.59
8	372	64	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	94.17	91.92	90.97	91.57	92.38	92.89	93.97	90.24	93.22	93.32	93.04	90.21	92.46	93.65	93.25	92.21	91.31	94.17	92.22	92.54	93.43	92.49	93.49	92.86	93.29	93.83
9	372	64	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	92.62	93.56	93.26	92.67	93.52	93.53	92.38	91.04	94.23	92.36	93.06	91.36	94.22	92.25	91.14	95.16	91.92	93.77	90.91	92.26	93.41	93.80	93.09	91.70	93.15	93.18
10	372	64	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	92.17	91.63	89.70	93.07	93.00	91.47	91.83	91.24	92.41	92.83	94.23	92.51	93.37	91.63	92.89	93.28	91.85	93.35	92.85	92.84	93.85	93.75	93.20	93.01	93.73	92.46
11	372	64	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	93.35	92.55	92.53	92.60	94.11	91.76	93.58	92.27	92.82	92.96	92.31	91.41	91.77	93.77	92.54	92.01	92.51	93.23	93.29	91.19	94.29	93.41	93.09	93.78	91.67	93.60
16	372	64	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	92.10	92.45	93.65	91.87	93.42	91.60	90.56	91.31	92.43	94.50	90.55	91.68	93.06	93.86	91.79	89.76	91.75	90.89	92.04	91.45	92.97	83.20	94.64	93.47	94.52	91.48
17	372	64	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	93.43	93.16	91.55	92.90	92.70	92.35	93.55	94.05	91.73	92.56	91.96	92.51	94.23	92.47	93.10	92.48	93.37	94.98	91.79	92.17	94.36	93.32	94.04	93.33	93.36	93.79
18	372	64	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	93.23	92.11	92.77	90.21	92.08	93.01	92.55	92.57	94.16	92.44	90.63	92.99	91.60	93.36	92.51	91.60	92.73	93.44	92.49	93.13	93.44	93.64	92.79	91.19	92.66	91.98
19	372	64	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	93.63	92.69	94.80	93.72	94.68	92.60	94.50	93.09	94.08	94.59	92.95	91.85	92.31	91.85	92.03	95.36	93.08	92.31	93.43	91.97	94.22	94.23	93.11	93.67	92.90	93.53
24	372	64	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	92.82	93.19	91.81	90.94	92.74	91.19	93.54	92.84	90.34	92.50	92.39	93.50	92.13	93.51	91.72	91.60	91.22	93.17	91.51	92.62	94.28	93.71	92.24	93.19	93.61	93.50
25	372	64	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	93.57	92.95	93.91	92.98	93.17	91.92	93.04	92.33	93.08	92.60	92.04	93.09	94.20	93.60	91.75	93.10	94.47	92.42	91.17	91.25	92.62	92.72	93.20	92.86	93.09	92.84
26	372	64	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	91.91	91.04	93.73	92.11	91.32	91.36	90.88	90.59	91.46	91.51	91.92	92.26	91.19	90.23	90.51	93.71	92.20	89.86	91.89	92.68	91.98	93.29	93.15	91.71	92.93	92.58
27	372	64	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	92.68	92.18	93.16	91.61	94.45	92.40	92.75	91.58	92.22	92.52	92.81	91.25	90.61	92.78	92.88	91.38	92.11	91.48	92.00	90.53	92.51	92.43	94.20	92.45	91.87	92.08
32	372	64	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	92.14	90.78	93.30	94.00	90.94	91.50	91.02	91.57	91.51	92.20	92.36	91.31	91.76	93.30	89.34	91.36	94.02	92.09	91.00	92.85	93.89	94.02	91.74	92.48	92.36	91.43
33	372	64	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	91.90	92.39	94.51	92.93	91.03	90.67	93.93	94.27	91.58	93.99	90.88	93.44	93.51	91.99	94.14	92.56	91.23	90.58	93.13	91.69	95.48	94.15	92.23	94.93	90.95	93.11
34	372	64	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	49.17	91.89	92.48	92.94	91.49	91.76	92.00	92.52	91.29	91.39	91.43	92.50	91.22	91.68	90.32	92.66	92.07	91.64	92.11	91.45	93.32	92.40	93.71	92.04	92.95	91.80
35	372	64	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	94.01	93.44	93.51	92.30	92.41	92.63	92.21	93.14	92.82	89.76	91.78	89.43	92.14	92.10	91.83	92.60	93.10	91.38	92.27	92.61	94.39	93.70	94.31	91.67	92.03	91.56
40	372	64	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	89.02	91.90	93.56	92.94	93.25	91.08	92.70	90.92	92.45	92.60	92.19	92.81	90.51	92.71	92.35	91.95	91.25	91.93	92.35	94.28	90.52	92.46	93.14	91.70	93.28	90.51
41	372	64	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	93.98	93.01	92.71	90.87	93.43	91.28	93.01	92.97	93.23	92.87	92.25	92.94	92.64	93.77	90.80	92.88	93.53	92.20	94.02	90.97	94.56	93.55	94.29	93.42	93.20	92.97
42	372	64	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	93.16	92.21	94.01	92.55	93.85	93.46	93.85	93.50	92.23	92.84	92.35	91.50	93.22	92.93	94.25	93.42	93.83	92.71	93.12	93.23	93.54	93.19	94.18	93.76	92.82	91.49
43	372	64	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	93.86	93.90	93.02	94.00	92.77	93.35	92.87	94.33	94.50	93.76	93.35	93.28	93.75	93.61	92.09	93.31	92.50	94.55	93.21	92.45	93.39	94.56	92.42	92.97	94.09	93.32
48	372	64	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	93.38	91.87	92.30	91.50	93.56	91.82	93.68	90.87	92.02	91.24	91.27	90.08	91.92	92.96	93.07	91.61	92.63	91.10	91.86	92.05	93.37	91.22	92.79	93.54	93.62	91.64
49	372	64	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	93.50	92.89	92.55	92.03	92.11	90.18	91.43	92.93	91.99	91.92	92.81	91.56	92.06	91.11	91.83	91.39	91.45	90.56	92.32	90.89	94.34	92.75	95.01	90.62	92.57	91.00
50	372	64	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	92.31	93.75	91.37	91.48	91.54	91.36	90.16	91.80	91.54	92.00	91.67	92.80	92.98	92.16	91.74	93.71	93.38	94.30	93.06	91.46	93.54	93.98	92.43	91.93	91.88	93.15
51	372	64	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	92.19	92.88	93.97	92.19	93.16	90.91	93.13	90.67	91.79	91.91	92.76	93.82	91.71	92.02	92.00	93.36	92.78	92.36	92.74	93.32	93.21	93.40	93.77	93.27	93.35	92.16
56	372	64	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	91.88	93.41	92.34	91.63	92.30	92.20	91.96	92.19	91.76	92.09	92.98	91.46	90.54	91.46	92.46	92.65	92.85	92.72	93.34	91.51	93.29	92.62	92.41	91.88	91.74	93.21
57	372	64	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	93.53	92.80	93.90	91.68	91.12	91.21	93.23	92.10	92.72	91.07	93.27	91.25	93.27	93.36	90.51	92.51	92.55	91.93	93.53	91.69	92.28	91.61	93.77	93.44	92.73	93.20
58	372	64	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	93.22	92.21	93.58	91.61	93.48	91.28	93.19	90.83	92.49	91.73	91.65	92.28	91.65	92.80	90.99	92.95	93.97	91.50	92.70	91.54	93.38	93.19	93.47	92.13	92.45	49.17
59	372	64	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	90.10	91.37	93.77	91.38	93.19	91.57	93.03	91.58	93.38	91.44	92.98	92.24	92.96	92.88	92.10	92.20	92.65	93.22	91.31	92.42	91.40	93.16	93.84	92.52	92.60	92.06
64	372	64	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	92.84	92.94	91.61	92.44	93.00	90.75	92.87	92.01	92.30	91.18	91.78	91.50	91.34	91.95	93.02	93.42	92.77	92.72	92.63	93.40	94.48	93.19	93.17	92.44	93.64	90.93
65	372	64	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	92.47	93.10	93.54	90.97	93.53	90.57	91.09	91.94	94.58	92.44	93.34	92.24	93.27	93.07	91.89	92.64	92.03	93.14	92.30	91.95	94.97	93.58	93.48	92.84	93.18	93.06
66	372	64	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	90.01	94.43	91.69	91.20	92.32	91.71	92.81	92.55	93.41	92.62	93.47	90.14	91.74	94.06	90.84	91.99	91.01	91.40	93.18	93.16	91.71	93.53	93.20	92.91	92.07	92.32
67	372	64	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	95.07	93.61	92.11	93.94	92.54	91.74	90.64	94.18	91.31	95.52	92.67	91.54	91.17	93.41	92.26	92.10	93.88	92.25	91.88	92.75	93.52	93.44	93.94	92.53	92.93	90.67
72	372	64	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	91.71	90.23	91.11	91.58	92.37	91.49	91.20	89.55	91.87	91.35	92.40	91.02	92.53	91.70	91.43	89.91	93.95	92.39	93.43	93.31	92.97	90.99	90.91	93.63	92.60	91.24
73	372	64	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	92.41	93.09	91.28	91.67	91.95	91.31	92.19	90.85	92.34	93.33	94.36	89.47	90.39	89.06	91.76	94.22	91.74	92.39	94.83	93.14	95.39	92.17	91.78	93.65	92.75	93.80
74	372	64	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	90.67	93.31	94.84	92.31	94.08	91.07	92.57	91.37	91.38	91.77	92.10	92.39	93.30	93.16	91.33	93.27	93.62	90.62	91.62	92.77	93.23	92.65	92.92	92.59	92.33	93.16
75	372	64	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	90.42	92.73	93.16	93.91	94.29	93.05	91.92	92.68	93.27	92.79	93.74	91.58	93.20	92.17	91.80	93.42	93.05	91.55	93.09	92.23	93.35	93.55	92.52	90.32	91.71	91.40
80	372	64	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	92.45	93.09	93.92	92.46	92.91	92.09	91.64	93.06	91.36	90.60	93.30	90.39	92.89	89.92	91.90	93.07	91.18	90.82	90.65	92.67	93.77	93.51	92.19	92.06	87.56	90.97
81	372	64	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	92.36	93.43	93.33	92.43	92.39	92.94	91.47	92.22	91.32	93.05	92.59	91.93	92.74	93.77	91.57	91.93	93.70	93.38	94.57	91.37	93.15	91.73	92.77	92.38	94.82	93.29
82	372	64	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	92.43	92.64	93.28	92.21	93.26	91.04	91.78	92.23	91.43	92.32	92.61	91.93	93.11	92.76	92.78	92.21	94.07	92.54	93.54	92.46	93.58	94.00	93.88	92.20	93.14	93.68
83	372	64	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	93.42	91.93	93.90	93.08	92.42	91.58	91.66	94.31	93.27	92.70	93.72	91.19	93.40	93.09	91.70	92.60	94.45	92.96	93.46	93.66	93.13	91.65	95.18	92.21	93.66	92.92
88	372	64	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	92.32	93.30	92.08	83.40	92.98	91.32	91.50	94.02	91.48	91.59	92.13	92.38	92.28	93.24	91.27	92.67	93.81	92.10	91.87	94.11	93.33	90.78	87.92	93.02	94.36	91.26
89	372	64	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	91.64	92.76	93.75	93.26	92.46	90.27	92.19	94.02	93.09	94.75	93.86	92.31	91.94	93.84	92.49	94.05	94.27	89.24	92.97	92.18	93.35	95.08	93.23	93.06	93.76	93.14
90	372	64	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	92.49	91.23	92.28	95.10	92.50	92.60	94.15	94.01	92.79	93.01	90.77	91.03	92.31	92.25	91.75	92.01	92.77	93.53	94.08	93.29	94.76	94.18	92.91	92.61	93.16	92.64
91	372	64	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	94.08	91.29	91.74	91.85	92.74	90.44	93.19	93.97	90.68	92.63	93.03	92.93	91.46	92.38	92.10	91.17	93.36	92.02	92.15	92.09	93.20	94.44	94.11	91.63	91.98	92.05
96	372	64	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	92.39	93.51	92.07	91.99	91.23	91.47	94.20	93.51	92.70	92.20	91.61	94.17	92.16	93.28	92.30	91.91	92.24	93.44	92.63	91.53	92.11	94.14	94.34	92.16	92.31	91.91
97	372	64	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	92.42	93.91	93.45	91.91	92.93	91.37	92.69	90.48	91.93	90.59	91.71	90.52	92.57	92.51	92.29	92.41	91.26	92.47	92.24	93.03	92.57	93.54	93.82	92.44	92.81	92.48
98	372	64	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	93.58	92.26	95.01	92.36	91.79	91.71	94.30	91.43	92.53	90.73	91.85	90.56	93.19	93.28	91.13	94.10	93.77	93.07	94.39	93.55	93.64	94.96	94.58	92.27	92.72	92.65
99	372	64	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	92.23	89.49	91.66	88.03	91.12	92.40	88.50	92.25	91.79	91.42	92.33	91.58	92.30	91.54	90.01	92.94	91.53	91.01	92.91	91.51	92.84	93.45	94.17	91.01	90.70	91.35
104	372	64	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	92.42	92.13	92.89	92.78	92.43	89.64	92.46	92.09	93.07	91.13	93.30	91.07	92.08	92.30	92.61	91.82	93.55	90.99	93.18	91.32	93.87	93.31	93.16	93.57	92.05	92.91
105	372	64	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	90.91	93.48	94.06	92.91	90.86	91.93	91.50	92.64	91.06	94.23	92.47	91.70	94.62	92.28	92.42	94.46	92.87	93.25	93.21	93.75	91.87	93.45	94.07	93.14	93.09	93.98
106	372	64	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	91.23	91.97	93.19	92.83	92.75	91.14	91.99	91.20	92.17	92.51	90.82	90.55	92.59	93.04	90.96	94.24	91.58	92.27	93.98	93.32	92.80	93.98	92.26	93.09	92.19	93.23
107	372	64	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	92.81	93.21	93.78	93.21	93.13	92.80	90.82	93.18	93.58	92.97	90.90	92.26	93.96	91.90	92.48	91.79	92.90	93.41	93.05	93.05	94.88	93.79	92.95	93.42	93.19	92.71
112	372	64	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	93.18	94.69	90.19	90.86	92.83	91.24	92.60	92.11	92.51	93.39	91.89	92.58	92.94	92.97	91.96	94.37	92.77	92.08	94.17	91.09	92.24	92.95	94.63	92.17	93.10	92.74
113	372	64	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	93.40	92.17	92.68	93.83	93.99	93.12	91.29	94.38	91.79	92.98	92.91	92.93	92.11	91.14	93.32	93.17	92.14	92.94	93.55	93.06	92.74	92.11	92.29	92.69	93.13	90.73
114	372	64	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	93.26	94.18	94.21	92.54	94.25	91.12	91.30	91.98	94.42	93.24	93.57	93.04	92.59	91.94	91.82	93.09	92.99	93.01	93.01	92.94	93.18	93.15	93.47	92.86	92.74	91.99
115	372	64	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	93.42	91.84	92.38	92.41	94.15	93.43	93.02	93.35	93.51	92.65	92.92	92.02	92.35	96.18	90.35	92.75	93.93	94.07	92.83	91.79	94.07	93.67	93.85	91.94	93.67	92.54
120	372	64	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	92.04	93.93	91.77	91.37	92.99	89.93	90.21	91.50	93.11	92.21	91.11	91.72	91.98	92.70	91.13	93.49	91.80	89.93	91.89	91.75	93.16	94.31	93.76	93.50	91.52	92.11
121	372	64	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	92.46	92.58	93.56	93.49	93.01	91.24	91.60	91.89	92.72	91.95	92.63	92.60	94.15	91.62	92.71	92.91	92.94	92.70	92.48	93.40	94.04	92.78	93.60	93.21	93.28	92.33
122	372	64	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	91.13	91.20	93.72	92.77	91.78	90.42	91.35	92.21	93.19	91.02	91.16	91.48	90.78	94.78	92.10	92.69	91.34	91.23	92.59	92.67	94.86	92.41	93.42	91.90	93.40	90.98
123	372	64	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	93.19	90.46	92.80	91.36	92.49	90.44	90.11	91.78	91.53	91.98	91.66	90.24	93.17	89.54	90.53	91.61	91.24	91.32	92.43	90.15	92.49	93.72	92.73	91.47	92.30	92.94
128	372	64	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	91.95	92.10	93.17	90.78	93.93	90.75	90.13	92.77	90.85	91.31	90.85	91.66	93.55	91.79	90.87	92.62	91.75	91.72	91.70	92.72	94.25	92.95	93.97	90.75	93.00	91.89
129	372	64	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	92.76	92.95	92.57	91.95	91.70	93.48	92.45	91.81	92.80	93.32	92.57	92.67	91.60	91.18	91.39	94.59	91.41	92.72	92.33	93.47	93.79	93.66	94.08	93.33	94.41	93.11
130	372	64	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	93.13	90.87	93.36	92.28	91.93	91.06	92.41	92.38	92.14	92.06	91.84	93.16	91.25	91.46	91.81	92.35	92.56	93.40	93.43	92.26	93.41	93.08	91.76	92.55	91.50	93.09
131	372	64	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	91.97	92.46	93.52	91.94	93.19	92.21	91.94	93.90	91.80	93.12	93.06	94.34	92.73	91.89	91.25	92.57	92.24	91.60	92.74	92.02	92.75	91.91	93.14	91.96	93.03	91.35
136	372	64	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	92.37	92.69	92.42	93.16	90.86	91.24	91.85	91.76	92.04	92.13	91.98	91.65	94.21	93.75	91.96	93.89	93.04	93.58	90.71	92.17	93.10	91.43	93.85	91.50	92.36	90.26
137	372	64	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	94.60	92.75	93.90	92.90	92.27	92.81	92.84	91.48	94.40	94.00	91.61	91.77	94.21	93.71	91.28	92.90	91.95	92.52	93.17	92.83	93.74	91.60	94.33	93.68	92.73	91.67
138	372	64	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	91.93	92.61	91.69	92.24	93.64	91.63	91.22	92.90	91.10	94.31	92.07	92.75	91.66	90.98	92.22	92.57	91.50	89.62	91.24	93.45	93.64	95.04	94.38	94.80	92.52	92.27
139	372	64	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	92.92	94.35	93.09	92.73	91.80	90.73	90.92	92.48	93.84	91.87	92.53	92.22	92.88	93.50	93.73	94.04	94.37	91.64	91.25	92.69	91.91	93.60	93.70	91.29	91.84	94.03
144	372	64	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	90.04	90.45	92.93	90.47	91.88	91.31	89.73	91.56	92.43	91.33	89.92	92.60	90.05	91.07	89.38	91.58	88.90	92.23	90.96	91.98	90.79	90.81	91.72	93.05	91.68	92.87
145	372	64	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	88.55	90.06	92.74	91.18	92.54	91.24	89.20	89.12	92.36	90.30	91.79	90.29	91.05	91.46	90.79	92.36	91.67	91.09	91.34	88.97	91.98	92.23	92.31	91.45	92.40	91.03
146	372	64	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	90.40	90.18	92.46	90.98	90.64	90.33	91.58	90.69	92.13	90.58	91.82	92.22	88.74	91.30	91.59	90.26	90.72	91.53	92.78	90.85	92.90	90.87	92.61	90.58	92.97	90.38
147	372	64	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	90.96	90.48	90.79	91.80	90.90	92.30	91.53	91.71	90.61	90.83	91.17	91.01	90.32	92.97	89.08	90.08	92.42	91.65	92.29	90.96	92.31	91.27	93.35	92.34	91.59	90.89
152	372	64	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	91.96	90.31	92.11	92.29	91.66	91.78	91.78	91.32	91.02	92.49	91.55	92.36	92.00	92.48	91.13	90.46	91.34	90.92	92.55	90.02	93.64	93.11	92.99	92.19	92.59	91.40
153	372	64	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	93.24	92.26	91.37	93.64	93.31	91.57	91.09	91.02	91.71	92.75	93.08	92.22	90.81	91.41	91.36	90.10	91.47	91.02	92.33	93.66	92.53	92.95	92.04	92.40	88.91	88.96
154	372	64	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	92.91	94.20	93.00	91.22	93.12	90.93	92.49	91.00	90.34	90.41	93.04	91.42	91.96	90.70	90.86	90.50	92.76	92.45	94.97	93.43	93.05	94.00	93.16	90.18	92.95	93.96
155	372	64	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	94.44	93.89	93.02	92.51	91.29	89.77	90.36	90.30	92.07	94.01	92.02	91.73	91.70	91.62	91.45	91.13	92.01	91.84	91.34	92.03	91.57	93.06	91.76	91.74	93.56	92.05
160	372	64	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	94.23	90.77	91.31	92.16	91.09	91.81	91.01	90.96	91.39	93.58	92.83	93.24	92.20	94.24	90.89	91.34	92.06	91.41	92.28	92.32	92.35	92.56	92.77	89.63	92.28	92.31
161	372	64	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	91.77	91.70	92.32	91.76	90.76	92.63	92.23	91.17	91.25	93.11	93.56	93.43	92.36	92.29	90.49	92.59	91.51	89.70	94.30	92.76	94.07	91.29	93.00	91.54	92.20	92.32
162	372	64	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	89.67	90.09	94.05	91.91	91.98	91.25	91.99	93.79	91.14	92.61	92.28	91.69	91.10	92.12	91.69	92.64	92.14	91.52	94.23	93.26	93.35	92.58	91.85	92.29	91.65	91.69
163	372	64	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	92.67	92.02	93.27	92.10	92.05	92.80	93.18	92.23	91.75	90.72	91.93	90.49	92.55	90.35	92.68	92.02	92.00	90.23	92.26	90.88	93.17	93.11	93.72	93.18	92.19	92.99
168	372	64	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	90.61	90.67	89.62	92.00	90.44	92.87	91.24	90.74	88.86	92.70	91.94	89.15	90.86	91.24	91.58	91.72	91.23	92.49	91.31	90.38	92.44	92.75	92.35	90.36	90.35	90.95
169	372	64	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	89.07	89.46	89.81	90.83	91.68	91.35	90.06	91.95	89.98	90.51	94.96	92.64	91.65	90.67	90.57	93.00	92.37	91.79	91.16	88.90	91.40	92.09	92.74	89.05	93.20	92.47
170	372	64	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	90.40	90.71	91.87	91.32	90.84	91.59	89.61	88.45	90.87	91.43	92.68	87.93	90.13	93.16	91.60	90.41	93.20	91.06	92.49	89.21	91.64	92.20	92.04	92.71	91.04	90.30
171	372	64	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	94.08	91.36	92.68	91.79	91.19	93.00	89.93	91.93	92.24	91.53	90.58	91.26	92.04	90.87	93.09	90.76	92.33	90.81	93.06	90.99	91.15	92.58	91.67	92.67	92.47	90.30
176	372	64	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	90.52	91.57	91.59	90.89	92.19	90.81	92.14	90.51	93.11	93.85	92.53	92.45	93.05	93.30	91.16	91.45	91.88	91.43	93.79	91.21	93.89	93.21	92.93	92.25	93.62	91.99
177	372	64	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	93.03	91.43	92.54	91.09	92.54	92.40	92.04	90.68	92.82	90.41	92.42	90.24	89.89	93.15	91.38	92.93	94.68	91.51	92.26	91.98	92.35	94.34	93.31	92.53	91.72	93.30
178	372	64	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	90.64	92.54	91.55	92.09	92.36	91.83	90.86	91.98	93.40	90.46	92.71	92.09	90.77	90.83	92.81	90.86	93.48	92.13	93.14	87.75	90.72	93.05	93.12	92.58	92.60	91.55
179	372	64	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	91.87	93.35	92.20	91.01	92.03	92.81	91.00	88.93	90.58	91.80	91.59	90.32	90.76	91.16	91.81	90.37	92.78	93.44	92.62	91.05	93.31	91.69	92.89	91.57	93.48	90.91
184	372	64	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	91.50	92.08	92.41	92.87	92.54	92.20	91.77	93.17	92.27	90.52	93.26	92.29	92.73	92.38	91.91	92.27	92.71	92.30	93.00	93.15	92.26	93.53	93.87	92.85	92.54	92.15
185	372	64	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	91.80	91.36	88.86	92.02	91.67	93.66	91.41	91.11	91.15	92.06	91.60	91.53	92.09	92.31	91.32	91.24	91.84	92.36	92.72	92.95	93.55	92.74	93.06	92.92	92.91	92.28
186	372	64	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	91.99	92.18	92.09	90.68	92.07	91.24	91.06	92.31	91.23	90.93	91.88	91.88	91.49	92.42	90.61	92.11	92.06	93.66	93.78	91.35	92.34	93.01	93.10	91.77	92.67	90.99
187	372	64	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	92.11	92.80	92.31	92.88	92.80	92.27	92.78	91.70	91.18	91.84	92.79	92.67	91.55	90.99	91.56	91.02	92.74	94.30	94.22	91.27	94.21	92.46	93.80	92.62	92.82	91.48
192	372	64	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	90.39	92.03	92.56	89.92	91.87	91.58	90.60	90.41	91.45	91.32	90.46	89.10	92.53	88.53	89.17	91.27	90.29	92.98	92.26	90.70	92.45	91.56	92.13	92.59	91.22	91.51
193	372	64	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	91.04	91.60	89.20	88.92	92.57	91.76	90.24	91.41	90.09	91.66	93.28	93.51	92.36	91.02	90.85	90.42	90.56	90.44	92.63	90.84	93.59	91.31	91.88	92.76	91.27	92.20
194	372	64	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	91.04	90.48	91.78	91.76	89.54	90.34	93.29	92.15	88.58	91.46	92.14	91.91	91.82	91.11	91.28	90.77	92.19	91.85	91.58	93.18	91.86	91.35	92.63	93.38	91.53	90.17
195	372	64	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	91.50	89.57	92.35	92.01	93.10	91.87	89.75	90.44	91.72	90.53	91.41	91.00	89.16	92.02	92.47	91.56	92.52	92.02	91.51	92.64	92.86	91.32	92.53	92.26	92.67	90.42
200	372	64	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	90.88	92.04	92.96	90.95	90.69	90.87	91.44	92.04	91.34	91.85	93.00	91.45	92.74	92.24	90.37	93.47	91.36	92.52	92.22	92.06	92.82	92.64	91.63	90.70	91.34	92.93
201	372	64	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	93.54	89.59	92.69	91.85	91.80	91.53	92.25	90.25	90.16	92.28	94.08	90.24	92.16	92.67	90.66	91.50	90.21	91.94	92.58	91.82	90.35	92.38	93.35	92.51	92.17	91.88
202	372	64	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	92.41	90.39	92.77	91.32	93.33	91.59	91.36	91.02	92.43	90.71	92.05	90.96	93.03	93.94	89.26	93.19	92.42	93.49	92.44	92.34	92.85	93.27	92.42	91.04	91.99	90.86
203	372	64	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	90.85	93.22	90.81	91.36	90.42	92.09	92.72	91.73	90.54	91.17	92.16	90.96	91.52	92.04	91.53	93.29	91.16	92.87	92.09	92.06	93.01	91.50	93.44	94.53	91.23	92.46
208	372	64	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	93.27	93.41	93.43	91.46	91.77	91.45	92.05	93.40	92.79	91.70	91.17	92.05	91.77	91.78	91.71	93.12	92.40	93.82	92.50	92.49	93.85	93.43	94.48	91.36	91.47	92.56
209	372	64	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	92.40	91.72	93.67	92.82	92.55	92.61	93.41	91.77	90.58	92.24	94.93	92.00	91.05	90.16	92.78	92.41	93.11	93.49	90.34	91.69	94.54	92.95	92.96	92.67	94.60	93.10
210	372	64	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	92.06	92.80	92.87	93.25	91.77	91.16	89.94	91.76	91.63	91.51	93.45	91.65	90.83	93.02	91.40	91.16	90.81	92.06	91.76	91.77	92.69	93.35	92.91	92.86	92.28	90.65
211	372	64	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	93.31	91.29	93.09	93.28	92.85	92.43	92.87	92.87	91.36	91.39	91.90	93.22	93.11	92.23	90.21	92.30	92.62	90.67	93.74	93.34	93.37	92.17	94.31	91.13	92.28	92.38
216	372	64	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	91.01	92.56	92.06	91.22	92.45	90.45	90.37	88.80	90.10	90.41	92.62	89.12	90.97	92.35	90.27	89.14	92.30	92.21	92.15	92.60	91.84	90.46	91.61	89.60	92.68	88.48
217	372	64	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	89.51	91.09	90.23	90.93	91.21	90.14	91.20	90.03	92.65	94.00	92.38	93.05	91.74	92.27	91.24	93.35	91.49	92.60	92.73	90.55	91.97	89.21	93.21	91.30	91.69	90.74
218	372	64	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	93.23	91.21	93.46	90.18	88.87	89.89	90.04	90.64	90.41	92.01	89.54	90.62	91.40	93.00	90.53	90.10	90.83	92.01	91.74	91.20	92.20	92.39	93.81	91.39	91.49	91.29
219	372	64	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	88.37	91.89	90.32	92.46	90.47	90.65	90.96	89.57	92.75	89.76	92.83	92.79	88.79	90.51	90.64	91.79	90.61	91.33	91.45	90.77	91.92	90.93	91.24	92.26	91.41	91.67
224	372	64	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	90.87	91.92	91.33	89.51	90.70	90.26	91.34	90.80	90.90	91.47	93.57	89.82	91.14	92.17	90.89	89.17	91.87	92.41	92.60	91.91	91.80	92.86	92.76	91.07	92.77	91.82
225	372	64	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	94.10	91.86	91.56	92.00	91.42	90.05	93.04	90.72	92.71	91.34	92.49	92.48	90.98	91.33	92.96	90.93	91.79	91.64	94.05	89.64	92.94	93.00	93.35	92.29	91.30	91.38
226	372	64	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	93.48	90.65	92.06	90.57	91.27	90.92	91.71	90.85	89.17	89.74	91.69	92.14	90.76	91.65	91.44	89.03	93.45	92.16	89.80	90.75	93.07	91.77	92.15	92.37	92.63	91.41
227	372	64	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	92.26	90.97	92.26	91.60	90.04	92.42	91.23	89.80	93.48	92.27	91.93	91.02	91.19	93.41	91.62	91.09	94.17	91.29	93.27	92.19	93.46	91.01	92.64	94.17	92.58	91.49
232	372	64	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	92.18	91.62	91.51	91.25	91.38	91.99	90.44	91.56	91.46	93.01	92.83	92.65	92.10	93.41	91.61	92.77	92.74	92.72	92.65	92.59	92.62	92.15	94.12	92.86	93.18	92.34
233	372	64	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	93.28	91.34	92.26	90.45	92.23	93.31	91.82	91.25	92.57	90.91	91.96	90.22	93.00	91.39	92.42	91.79	92.75	92.23	93.55	92.51	94.02	93.67	91.62	93.08	91.68	91.11
234	372	64	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	90.74	92.75	92.91	91.06	92.48	90.08	91.39	92.77	91.82	92.75	93.26	91.08	91.89	93.25	91.95	92.27	94.29	92.84	94.09	91.55	93.71	94.16	94.06	92.38	92.35	93.03
235	372	64	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	92.70	90.99	92.65	94.05	91.75	91.57	92.53	90.62	91.87	91.18	93.42	91.74	91.36	93.05	89.65	91.97	93.05	92.07	93.04	93.05	92.46	94.16	93.28	90.41	93.27	92.27
240	372	64	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	90.72	91.23	91.27	91.80	91.40	91.71	93.32	90.68	91.88	91.31	92.14	90.14	91.47	90.64	90.57	91.06	92.72	90.67	91.94	91.04	93.43	90.26	92.41	91.50	91.06	91.79
241	372	64	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	91.61	92.29	89.86	91.71	91.22	91.85	90.77	91.09	91.29	91.47	91.70	92.04	91.69	92.33	91.10	91.31	93.43	91.82	92.13	90.22	92.68	92.13	93.69	91.86	92.58	90.11
242	372	64	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	90.82	93.50	90.81	92.01	91.05	92.71	90.58	90.51	91.38	90.41	91.92	91.31	91.80	91.30	89.68	92.98	92.82	91.74	93.01	92.74	93.19	90.99	93.01	91.75	92.28	92.40
243	372	64	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	91.09	92.24	92.49	92.62	92.05	91.02	92.44	91.56	92.03	91.08	89.91	91.62	91.56	90.94	90.55	92.65	91.17	91.73	93.10	90.07	93.20	92.98	92.77	91.94	92.85	91.94
248	372	64	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	91.90	90.04	93.12	91.88	90.32	91.65	92.02	90.43	90.62	91.43	94.29	89.58	89.81	91.02	91.63	91.58	92.51	90.71	92.16	92.51	92.44	93.53	93.35	92.38	92.02	92.81
249	372	64	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	90.45	91.08	92.18	90.54	92.47	91.23	89.93	90.51	90.53	90.60	92.05	89.94	90.62	92.35	91.68	92.45	91.82	90.90	92.45	90.68	92.80	93.01	91.38	91.82	92.46	91.64
250	372	64	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	92.79	92.18	92.01	93.04	91.84	93.23	92.25	89.26	91.81	93.89	93.85	90.30	92.15	93.17	92.26	92.10	92.30	92.15	93.62	91.57	92.30	92.06	94.60	92.95	93.62	90.51
251	372	64	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	88.77	92.66	91.00	91.67	91.42	93.64	90.89	90.78	91.53	91.09	92.19	90.42	91.73	90.35	92.11	91.28	90.76	92.90	92.01	90.34	93.09	92.43	92.85	92.64	92.15	92.65
256	372	64	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	93.20	92.50	93.15	91.47	93.13	90.57	91.37	92.88	92.59	92.78	90.26	91.93	90.63	91.99	91.12	90.47	93.23	91.54	93.54	92.77	93.62	92.47	94.10	92.63	93.51	91.34
257	372	64	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	91.31	91.57	93.06	92.11	92.27	89.95	91.27	91.15	91.78	92.88	93.20	91.19	92.83	92.20	93.72	91.47	94.02	91.26	92.93	92.42	93.62	93.10	94.25	93.70	92.86	92.23
258	372	64	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	92.83	92.36	93.61	91.90	91.86	90.07	91.79	92.02	92.35	91.87	93.05	90.96	91.96	93.17	91.81	91.38	92.06	91.16	92.32	90.21	92.87	93.73	92.31	94.07	93.28	91.25
259	372	64	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	90.68	91.55	92.73	92.16	92.46	92.28	93.29	89.45	91.81	93.21	91.26	87.61	91.05	91.86	91.99	92.11	93.34	91.51	93.37	92.91	93.52	93.33	93.62	92.69	93.11	93.16
264	372	64	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	90.47	90.05	93.43	90.68	90.05	88.42	88.90	90.56	90.90	92.71	91.30	90.58	91.96	91.26	89.88	91.09	91.38	89.88	91.38	91.41	91.90	91.75	94.70	92.91	92.45	91.06
265	372	64	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	92.42	92.55	91.43	90.31	92.45	89.74	91.60	90.84	91.60	91.01	92.15	89.62	91.00	92.11	91.77	91.39	89.62	90.82	91.83	92.00	92.27	91.43	94.18	89.91	91.89	88.63
266	372	64	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	89.01	89.89	93.27	92.60	90.38	89.56	89.72	89.65	90.84	92.45	92.42	89.99	91.54	92.68	92.47	91.72	92.76	91.79	92.97	91.16	91.39	89.07	92.45	91.64	91.48	91.35
267	372	64	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	93.11	92.55	91.58	92.50	93.53	90.84	93.25	90.88	90.60	92.26	92.93	91.99	92.62	90.62	90.56	91.66	91.91	92.51	91.13	89.12	93.63	90.78	93.90	91.94	92.34	90.80
272	372	64	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	91.52	93.28	91.79	92.36	90.69	91.23	92.94	91.72	91.61	91.28	93.01	89.76	89.18	91.78	93.37	92.15	92.50	91.73	91.28	90.93	92.80	92.79	93.85	93.09	92.92	92.68
273	372	64	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	93.32	93.23	92.12	91.66	90.69	93.11	91.94	91.08	91.62	91.79	93.86	91.71	91.29	90.58	91.60	91.15	91.83	91.82	93.54	93.06	91.99	92.70	94.06	91.84	92.33	90.88
274	372	64	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	93.01	92.17	91.51	91.42	93.61	90.58	91.81	91.38	92.26	93.45	92.05	90.85	93.14	93.52	91.19	91.65	91.41	93.11	92.34	90.55	92.14	91.04	92.58	91.85	92.44	90.27
275	372	64	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	91.78	91.11	91.10	93.42	93.27	90.41	92.09	91.19	92.78	92.42	91.65	90.49	91.91	91.02	91.39	90.09	92.34	92.76	92.54	93.54	92.26	93.17	92.33	92.43	92.23	91.16
280	372	64	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	91.04	90.04	92.21	91.73	92.64	89.94	92.34	91.74	90.93	92.99	93.19	91.83	91.44	91.21	91.06	90.60	92.59	92.82	94.09	91.56	93.07	91.90	93.16	93.07	89.92	90.99
281	372	64	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	93.64	91.22	93.42	93.45	92.49	92.94	91.57	93.57	93.01	91.38	91.66	91.05	90.85	92.44	90.58	93.33	93.33	91.49	92.79	91.11	93.25	92.59	94.11	92.20	93.26	94.10
282	372	64	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	91.90	91.22	94.06	92.04	93.56	92.39	92.85	90.73	91.49	92.55	92.87	92.94	91.24	92.52	90.95	92.26	91.39	91.81	93.36	94.29	92.46	93.09	94.13	93.14	93.54	92.45
283	372	64	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	93.91	94.49	92.63	91.29	93.94	93.14	90.69	90.82	93.04	92.40	93.98	91.93	89.52	91.90	92.37	91.25	93.50	93.43	93.28	91.04	92.53	94.85	93.23	92.28	93.56	92.42

The global mean maximum row:

	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26	average_map
154	88.56	91.03	91.10	90.14	90.67	90.60	90.74	90.62	90.28	89.56	90.74	91.99	90.73	89.70	89.97	89.78	89.61	89.46	91.59	91.22	89.37	91.10	88.43	90.73	90.13	90.30	90.313462
258	90.00	90.01	89.13	90.01	89.23	90.05	88.98	90.16	90.72	89.35	90.50	89.78	91.22	91.84	90.73	90.91	91.00	89.93	90.22	89.80	89.98	91.57	89.77	91.54	89.62	91.39	90.286154
242	88.17	90.83	89.87	90.81	89.86	91.25	88.93	91.00	90.33	90.06	90.56	90.51	91.17	90.30	88.84	90.23	89.78	91.60	90.00	90.85	90.58	89.58	91.39	90.11	90.25	89.86	90.258462
219	88.83	89.48	89.35	89.07	90.10	91.22	90.33	89.65	90.73	89.57	90.48	91.16	91.08	89.63	91.32	90.08	91.73	90.57	90.72	90.31	90.73	90.19	89.86	89.75	88.84	90.11	90.188077
217	89.09	89.71	90.11	91.03	88.90	91.42	90.76	89.06	89.78	90.40	91.47	90.14	90.30	89.93	89.31	91.41	89.79	90.86	90.81	90.46	89.43	91.37	91.25	89.26	88.41	89.78	90.163077
225	90.64	89.75	90.57	90.52	90.33	90.07	90.25	90.67	88.66	90.54	90.93	90.63	89.69	88.95	90.09	91.56	90.23	89.42	90.22	90.48	90.61	90.93	88.83	89.45	88.80	89.96	90.106923
243	89.78	89.59	89.36	89.61	89.89	90.53	90.84	90.48	88.99	89.20	90.28	90.30	89.47	91.34	89.90	91.16	89.23	89.63	89.97	89.90	89.75	92.17	90.21	90.98	90.07	90.14	90.106538
275	90.50	91.34	89.72	89.61	91.14	90.39	90.48	89.68	90.47	88.58	89.97	90.82	90.34	89.41	90.24	90.02	88.72	91.13	89.72	91.01	89.57	89.43	88.83	89.34	91.08	90.91	90.094231
251	88.83	89.50	89.71	90.11	89.94	91.00	88.76	90.49	90.47	90.14	90.65	89.47	89.78	89.64	90.57	90.28	90.84	90.83	90.63	91.45	91.10	89.77	90.67	89.32	88.64	89.75	90.090000
235	89.41	89.83	90.43	89.42	88.19	90.31	90.73	88.89	90.11	89.75	91.38	90.96	89.06	88.65	89.30	90.05	90.04	90.47	90.66	91.81	90.47	90.66	90.60	88.71	91.74	90.64	90.087308

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code

pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
217	372	64	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	89.09	89.71	90.11	91.03	88.90	91.42	90.76	89.06	89.78	90.40	91.47	90.14	90.30	89.93	89.31	91.41	89.79	90.86	90.81	90.46	89.43	91.37	91.25	89.26	88.41	89.78
219	372	64	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	88.83	89.48	89.35	89.07	90.10	91.22	90.33	89.65	90.73	89.57	90.48	91.16	91.08	89.63	91.32	90.08	91.73	90.57	90.72	90.31	90.73	90.19	89.86	89.75	88.84	90.11
241	372	64	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	89.07	89.39	89.86	90.64	90.01	90.39	89.42	89.69	89.74	90.16	90.78	89.92	89.17	90.76	88.70	90.42	90.68	89.45	91.42	90.91	89.75	91.09	89.27	90.25	90.22	88.25
242	372	64	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	88.17	90.83	89.87	90.81	89.86	91.25	88.93	91.00	90.33	90.06	90.56	90.51	91.17	90.30	88.84	90.23	89.78	91.60	90.00	90.85	90.58	89.58	91.39	90.11	90.25	89.86
243	372	64	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	89.78	89.59	89.36	89.61	89.89	90.53	90.84	90.48	88.99	89.20	90.28	90.30	89.47	91.34	89.90	91.16	89.23	89.63	89.97	89.90	89.75	92.17	90.21	90.98	90.07	90.14
265	372	64	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	89.27	90.90	88.67	89.46	90.35	89.66	88.74	89.53	91.96	89.66	90.88	89.61	89.60	90.58	89.85	90.00	90.27	90.14	90.79	89.48	91.30	89.12	90.97	89.10	89.98	88.93
144	372	64	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	88.94	91.46	90.28	90.21	89.35	90.30	90.45	89.19	89.74	89.12	91.33	90.30	89.10	89.87	89.11	90.38	89.24	90.85	90.33	90.69	91.10	90.27	89.45	89.85	89.32	90.25
225	372	64	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	90.64	89.75	90.57	90.52	90.33	90.07	90.25	90.67	88.66	90.54	90.93	90.63	89.69	88.95	90.09	91.56	90.23	89.42	90.22	90.48	90.61	90.93	88.83	89.45	88.80	89.96
226	372	64	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	90.20	91.07	90.45	89.91	90.11	90.78	90.06	89.67	89.69	89.27	90.13	90.87	92.15	89.95	89.82	89.64	90.23	90.77	90.42	90.12	88.77	89.65	89.93	90.13	89.34	88.31
227	372	64	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	88.72	89.92	90.58	89.49	89.50	90.67	90.83	90.70	91.01	88.98	89.85	90.86	89.69	89.72	88.70	90.31	90.08	90.31	90.01	91.08	90.02	90.39	88.70	90.12	91.43	88.96
251	372	64	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	88.83	89.50	89.71	90.11	89.94	91.00	88.76	90.49	90.47	90.14	90.65	89.47	89.78	89.64	90.57	90.28	90.84	90.83	90.63	91.45	91.10	89.77	90.67	89.32	88.64	89.75
275	372	64	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	90.50	91.34	89.72	89.61	91.14	90.39	90.48	89.68	90.47	88.58	89.97	90.82	90.34	89.41	90.24	90.02	88.72	91.13	89.72	91.01	89.57	89.43	88.83	89.34	91.08	90.91
154	372	64	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	88.56	91.03	91.10	90.14	90.67	90.60	90.74	90.62	90.28	89.56	90.74	91.99	90.73	89.70	89.97	89.78	89.61	89.46	91.59	91.22	89.37	91.10	88.43	90.73	90.13	90.30
176	372	64	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	91.85	89.89	87.85	88.33	90.54	89.78	89.76	89.88	88.95	88.89	91.75	90.25	90.62	89.45	88.44	90.99	89.81	90.78	91.68	90.79	91.29	90.74	88.96	89.64	91.08	90.10
177	372	64	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	89.14	89.56	88.85	90.24	89.57	89.65	90.54	89.40	90.47	89.00	90.75	90.94	89.60	89.35	90.07	90.96	90.95	89.20	90.55	91.04	89.93	90.86	90.14	88.84	90.03	89.67
203	372	64	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	89.67	90.72	89.07	91.17	89.87	91.25	90.38	90.11	89.94	88.91	90.73	90.46	89.77	89.36	89.64	90.49	89.84	90.14	90.13	90.92	89.74	89.92	89.51	90.14	89.28	90.70
232	372	64	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	89.66	91.18	90.53	89.89	88.65	90.88	89.24	90.04	89.87	89.61	90.71	90.23	90.11	89.00	88.38	90.49	90.59	89.41	90.17	90.20	89.88	90.85	90.50	90.71	90.85	88.32
235	372	64	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	89.41	89.83	90.43	89.42	88.19	90.31	90.73	88.89	90.11	89.75	91.38	90.96	89.06	88.65	89.30	90.05	90.04	90.47	90.66	91.81	90.47	90.66	90.60	88.71	91.74	90.64
258	372	64	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	90.00	90.01	89.13	90.01	89.23	90.05	88.98	90.16	90.72	89.35	90.50	89.78	91.22	91.84	90.73	90.91	91.00	89.93	90.22	89.80	89.98	91.57	89.77	91.54	89.62	91.39
187	372	64	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	89.55	91.67	87.87	90.86	90.03	90.88	90.69	89.62	89.57	89.67	90.18	88.88	89.52	89.54	90.14	89.76	89.54	89.38	90.15	90.19	91.38	91.17	90.71	88.80	89.44	89.56

Size of the All data:  (144, 29)
Size of the Sig data:  (20, 34)

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
4	372	64	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	89.51	91.09	90.23	90.93	91.21	90.14	91.20	90.03	92.65	94.00	92.38	93.05	91.74	92.27	91.24	93.35	91.49	92.60	92.73	90.55	91.97	89.21	93.21	91.30	91.69	90.74
3	372	64	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	88.37	91.89	90.32	92.46	90.47	90.65	90.96	89.57	92.75	89.76	92.83	92.79	88.79	90.51	90.64	91.79	90.61	91.33	91.45	90.77	91.92	90.93	91.24	92.26	91.41	91.67
16	372	64	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	91.61	92.29	89.86	91.71	91.22	91.85	90.77	91.09	91.29	91.47	91.70	92.04	91.69	92.33	91.10	91.31	93.43	91.82	92.13	90.22	92.68	92.13	93.69	91.86	92.58	90.11
2	372	64	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	90.82	93.50	90.81	92.01	91.05	92.71	90.58	90.51	91.38	90.41	91.92	91.31	91.80	91.30	89.68	92.98	92.82	91.74	93.01	92.74	93.19	90.99	93.01	91.75	92.28	92.40
6	372	64	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	91.09	92.24	92.49	92.62	92.05	91.02	92.44	91.56	92.03	91.08	89.91	91.62	91.56	90.94	90.55	92.65	91.17	91.73	93.10	90.07	93.20	92.98	92.77	91.94	92.85	91.94
18	372	64	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	92.42	92.55	91.43	90.31	92.45	89.74	91.60	90.84	91.60	91.01	92.15	89.62	91.00	92.11	91.77	91.39	89.62	90.82	91.83	92.00	92.27	91.43	94.18	89.91	91.89	88.63
14	372	64	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	90.04	90.45	92.93	90.47	91.88	91.31	89.73	91.56	92.43	91.33	89.92	92.60	90.05	91.07	89.38	91.58	88.90	92.23	90.96	91.98	90.79	90.81	91.72	93.05	91.68	92.87
5	372	64	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	94.10	91.86	91.56	92.00	91.42	90.05	93.04	90.72	92.71	91.34	92.49	92.48	90.98	91.33	92.96	90.93	91.79	91.64	94.05	89.64	92.94	93.00	93.35	92.29	91.30	91.38
12	372	64	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	93.48	90.65	92.06	90.57	91.27	90.92	91.71	90.85	89.17	89.74	91.69	92.14	90.76	91.65	91.44	89.03	93.45	92.16	89.80	90.75	93.07	91.77	92.15	92.37	92.63	91.41
13	372	64	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	92.26	90.97	92.26	91.60	90.04	92.42	91.23	89.80	93.48	92.27	91.93	91.02	91.19	93.41	91.62	91.09	94.17	91.29	93.27	92.19	93.46	91.01	92.64	94.17	92.58	91.49
8	372	64	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	88.77	92.66	91.00	91.67	91.42	93.64	90.89	90.78	91.53	91.09	92.19	90.42	91.73	90.35	92.11	91.28	90.76	92.90	92.01	90.34	93.09	92.43	92.85	92.64	92.15	92.65
7	372	64	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	91.78	91.11	91.10	93.42	93.27	90.41	92.09	91.19	92.78	92.42	91.65	90.49	91.91	91.02	91.39	90.09	92.34	92.76	92.54	93.54	92.26	93.17	92.33	92.43	92.23	91.16
0	372	64	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	92.91	94.20	93.00	91.22	93.12	90.93	92.49	91.00	90.34	90.41	93.04	91.42	91.96	90.70	90.86	90.50	92.76	92.45	94.97	93.43	93.05	94.00	93.16	90.18	92.95	93.96
10	372	64	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	90.52	91.57	91.59	90.89	92.19	90.81	92.14	90.51	93.11	93.85	92.53	92.45	93.05	93.30	91.16	91.45	91.88	91.43	93.79	91.21	93.89	93.21	92.93	92.25	93.62	91.99
17	372	64	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	93.03	91.43	92.54	91.09	92.54	92.40	92.04	90.68	92.82	90.41	92.42	90.24	89.89	93.15	91.38	92.93	94.68	91.51	92.26	91.98	92.35	94.34	93.31	92.53	91.72	93.30
11	372	64	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	90.85	93.22	90.81	91.36	90.42	92.09	92.72	91.73	90.54	91.17	92.16	90.96	91.52	92.04	91.53	93.29	91.16	92.87	92.09	92.06	93.01	91.50	93.44	94.53	91.23	92.46
15	372	64	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	92.18	91.62	91.51	91.25	91.38	91.99	90.44	91.56	91.46	93.01	92.83	92.65	92.10	93.41	91.61	92.77	92.74	92.72	92.65	92.59	92.62	92.15	94.12	92.86	93.18	92.34
9	372	64	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	92.70	90.99	92.65	94.05	91.75	91.57	92.53	90.62	91.87	91.18	93.42	91.74	91.36	93.05	89.65	91.97	93.05	92.07	93.04	93.05	92.46	94.16	93.28	90.41	93.27	92.27
1	372	64	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	92.83	92.36	93.61	91.90	91.86	90.07	91.79	92.02	92.35	91.87	93.05	90.96	91.96	93.17	91.81	91.38	92.06	91.16	92.32	90.21	92.87	93.73	92.31	94.07	93.28	91.25
19	372	64	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	92.11	92.80	92.31	92.88	92.80	92.27	92.78	91.70	91.18	91.84	92.79	92.67	91.55	90.99	91.56	91.02	92.74	94.30	94.22	91.27	94.21	92.46	93.80	92.62	92.82	91.48

Size of the test data:  (20, 34)

Average & Std Deviation of the Significant rows:

	mean	std
mAP_valid_abs_values_11	90.7025	0.502047
mAP_valid_abs_values_20	90.6355	0.585082
mAP_valid_abs_values_6	90.5540	0.539136
mAP_valid_abs_values_22	90.5415	0.794125
mAP_valid_abs_values_19	90.5095	0.544759
mAP_valid_abs_values_16	90.4460	0.552129
mAP_valid_abs_values_12	90.4040	0.685998
mAP_valid_abs_values_2	90.3415	0.776207
mAP_valid_abs_values_21	90.2375	0.748506
mAP_valid_abs_values_18	90.2165	0.702539
mAP_valid_abs_values_17	90.1100	0.713885
mAP_valid_abs_values_13	90.1085	0.828856
mAP_valid_abs_values_9	90.0740	0.763264
mAP_valid_abs_values_7	90.0455	0.754401
mAP_valid_abs_values_4	90.0265	0.706781
mAP_valid_abs_values_25	89.9275	0.951298
mAP_valid_abs_values_8	89.9265	0.592339
mAP_valid_abs_values_23	89.8990	0.888090
mAP_valid_abs_values_14	89.8485	0.788224
mAP_valid_abs_values_24	89.8385	0.767609
mAP_valid_abs_values_5	89.8115	0.703190
mAP_valid_abs_values_26	89.7945	0.870919
mAP_valid_abs_values_3	89.6680	0.898224
mAP_valid_abs_values_15	89.6560	0.796733
mAP_valid_abs_values_10	89.5210	0.541731
mAP_valid_abs_values	89.4940	0.849541

We then apply the hyperparameters to the test set and average the results.

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_64bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)

	mean	std
mAP_test_abs_values_23	92.974500	0.757548
mAP_test_abs_values_21	92.765000	0.747920
mAP_test_abs_values_19	92.611000	1.176730
mAP_test_abs_values_25	92.367000	0.718742
mAP_test_abs_values_24	92.271000	1.217486
mAP_test_abs_values_22	92.270500	1.335213
mAP_test_abs_values_11	92.150000	0.908811
mAP_test_abs_values_17	92.081000	1.449711
mAP_test_abs_values_18	92.076500	0.807864
mAP_test_abs_values_2	91.972500	0.995378
mAP_test_abs_values_14	91.905000	1.054766
mAP_test_abs_values_9	91.873500	1.059470
average_map	91.864865	0.388370
mAP_test_abs_values_26	91.775000	1.156649
mAP_test_abs_values_4	91.720500	0.984552
mAP_test_abs_values_3	91.703500	1.024029
mAP_test_abs_values_5	91.690500	0.877337
mAP_test_abs_values_7	91.658500	0.905261
mAP_test_abs_values_16	91.639000	1.115635
mAP_test_abs_values_12	91.633500	0.984412
mAP_test_abs_values	91.569000	1.553044
mAP_test_abs_values_20	91.529500	1.187330
mAP_test_abs_values_10	91.483000	1.176064
mAP_test_abs_values_6	91.349500	1.050431
mAP_test_abs_values_13	91.329500	0.924460
mAP_test_abs_values_15	91.172000	0.864697
mAP_test_abs_values_8	90.916000	0.658342

Code

def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid_mwu_64['id'] = res_valid_mwu_64.index.to_series().apply(extract_number)
res_test_mwu_64['id'] = res_test_mwu_64.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_64,res_test_mwu_64])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_64 = res_test_mwu_64.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_64 =  res_valid_mwu_64.reset_index(drop=True)
res_valid_mwu_64.columns = ['valid_score', 'std', 'id']
res_valid_mwu_64 = res_valid_mwu_64[['valid_score', 'id']]

res_test_mwu_64.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_64 = res_test_mwu_64[['test_score', 'id']]


result_merged_mwu_64 = pd.merge(res_valid_mwu_64,res_test_mwu_64,on='id')


result_merged_mwu_64.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_64 = result_merged_mwu_64[['id','valid_score','test_score']]

html_table = result_merged_mwu_64.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

	id	valid_score	test_score
0	11	90.7025	92.1500
1	20	90.6355	91.5295
2	6	90.5540	91.3495
3	22	90.5415	92.2705
4	19	90.5095	92.6110
5	16	90.4460	91.6390
6	12	90.4040	91.6335
7	2	90.3415	91.9725
8	21	90.2375	92.7650
9	18	90.2165	92.0765
10	17	90.1100	92.0810
11	13	90.1085	91.3295
12	9	90.0740	91.8735
13	7	90.0455	91.6585
14	4	90.0265	91.7205
15	25	89.9275	92.3670
16	8	89.9265	90.9160
17	23	89.8990	92.9745
18	14	89.8485	91.9050
19	24	89.8385	92.2710
20	5	89.8115	91.6905
21	26	89.7945	91.7750
22	3	89.6680	91.7035
23	15	89.6560	91.1720
24	10	89.5210	91.4830
25	1	89.4940	91.5690

Code

#%%

layer_vsn = 'v3_layers_64_72'

dt_valid  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")



output_size = 72

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
4	372	72	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	85.80	87.25	86.23	87.48	86.51	87.07	87.08	87.30	88.04	87.27	88.85	89.16	88.14	87.93	88.57	87.02	87.41	87.73	88.33	87.71	88.93	88.18	86.54	87.70	87.71	88.54
5	372	72	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	85.68	88.57	87.10	87.49	86.02	88.61	87.30	86.19	89.36	89.06	91.16	88.92	88.63	90.18	88.91	88.70	90.17	86.59	89.34	88.07	89.76	88.65	87.91	86.68	88.61	88.94
6	372	72	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	87.09	89.07	87.36	89.26	87.75	88.57	87.92	87.71	89.66	87.65	90.41	87.45	88.79	87.04	89.43	88.49	87.81	89.09	89.41	86.94	89.01	86.87	87.33	88.07	88.18	88.69
7	372	72	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	90.05	87.84	88.56	88.05	87.85	87.02	87.60	86.50	89.30	87.65	88.71	88.31	88.39	89.30	88.82	88.37	87.89	88.91	88.74	88.00	88.56	88.96	89.03	90.10	89.33	90.52
12	372	72	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	86.48	86.21	87.33	87.05	85.70	87.67	89.25	88.16	87.34	87.19	86.41	88.23	87.81	87.74	88.68	85.98	87.90	87.65	88.20	89.77	87.44	87.51	87.85	88.02	86.89	88.09
13	372	72	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	88.11	87.48	88.34	88.96	87.40	89.06	88.85	88.66	88.59	87.61	89.24	90.14	88.02	90.29	87.92	88.45	89.17	89.47	87.92	89.88	87.04	88.25	89.80	89.14	88.26	89.47
14	372	72	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	87.47	87.86	88.29	88.51	88.15	89.05	86.43	89.11	86.86	88.09	88.52	89.57	88.03	88.20	88.70	88.91	88.24	90.23	89.68	88.42	88.86	87.34	88.80	88.49	88.36	87.59
15	372	72	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	87.99	88.54	88.84	88.51	88.32	88.43	88.26	89.22	90.03	88.56	89.87	88.81	88.61	88.12	89.23	90.17	86.60	88.82	88.98	89.25	88.78	89.12	88.64	87.42	88.38	89.45
20	372	72	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	86.46	88.80	85.92	87.45	88.83	88.36	87.22	89.56	87.42	89.15	89.05	88.42	88.14	87.06	88.08	89.03	89.96	85.80	87.31	87.88	89.01	88.58	87.83	88.02	89.22	87.09
21	372	72	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	85.11	89.57	89.51	89.13	88.44	88.83	85.84	88.65	89.34	89.47	88.13	89.92	87.44	87.94	89.31	88.55	88.91	88.61	87.45	88.63	89.38	90.86	88.50	88.47	87.96	86.68
22	372	72	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	88.22	87.73	89.02	87.30	87.42	88.87	87.72	88.19	86.84	89.36	88.63	88.22	88.01	91.17	88.92	89.71	90.03	86.89	90.04	89.07	87.11	90.85	89.16	87.80	88.72	88.83
23	372	72	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	86.95	89.37	87.99	88.17	88.02	89.72	89.70	88.98	89.25	88.31	88.03	88.54	87.83	87.44	90.12	89.24	89.38	89.71	88.26	90.57	87.14	88.89	87.77	89.33	88.55	87.50
28	372	72	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	86.62	88.32	87.08	89.66	87.74	88.28	88.40	88.61	88.43	88.77	87.78	88.69	88.48	89.76	87.16	88.79	88.04	89.18	90.00	88.13	88.54	89.09	87.98	87.84	87.93	87.71
29	372	72	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	87.47	89.28	87.22	88.24	88.50	89.01	88.61	88.47	87.49	88.35	89.56	89.29	88.76	89.99	89.07	90.38	90.19	89.89	89.29	90.38	89.00	88.89	88.08	88.21	88.79	87.76
30	372	72	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	89.17	88.99	89.66	88.67	89.21	88.90	88.27	88.48	88.79	87.57	91.49	89.82	91.00	87.15	42.66	89.28	89.59	90.12	88.95	89.90	87.98	89.12	87.93	89.08	88.29	88.37
31	372	72	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	88.41	89.07	89.21	88.81	88.65	89.46	89.40	90.01	90.90	88.06	88.90	89.65	88.99	86.71	88.29	90.18	89.40	86.89	89.83	89.05	90.11	88.18	88.96	88.43	89.66	90.27
36	372	72	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	87.81	88.06	88.47	88.85	87.84	88.51	86.43	88.69	88.20	88.25	89.41	89.52	89.71	88.08	87.06	88.47	89.10	88.09	91.30	90.11	89.06	87.72	87.11	88.77	88.67	87.45
37	372	72	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	86.94	88.99	86.13	89.15	88.64	88.48	87.62	88.23	88.05	87.25	88.84	88.99	89.15	89.43	88.31	88.93	88.86	89.12	88.31	89.31	88.88	88.86	88.98	89.88	87.15	88.46
38	372	72	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	89.28	88.62	87.50	89.90	86.99	87.64	88.44	89.98	87.60	88.42	88.66	89.33	90.73	88.69	90.31	89.15	89.68	88.00	88.45	89.67	88.95	89.70	88.04	88.70	88.37	86.69
39	372	72	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	88.86	89.15	87.89	90.08	89.55	88.94	87.19	86.40	89.28	89.17	89.06	89.52	89.43	90.07	89.23	89.29	88.19	89.81	88.50	89.86	88.67	89.62	87.13	87.72	90.34	89.49
44	372	72	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	85.62	87.29	87.64	88.43	87.63	87.98	91.35	89.54	87.16	86.59	87.94	88.72	87.80	88.00	88.81	88.65	88.34	88.42	89.62	87.86	87.78	87.59	88.44	88.65	87.80	88.25
45	372	72	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	86.72	89.93	87.31	88.32	88.54	87.48	89.01	86.74	89.48	88.23	89.46	87.82	89.67	86.40	87.58	88.36	89.34	88.63	90.24	89.03	87.89	88.84	86.83	89.88	87.20	89.36
46	372	72	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	87.24	88.30	88.74	88.34	88.16	87.85	90.24	87.01	89.52	89.52	88.35	88.43	89.04	89.28	88.65	88.23	88.52	89.62	89.03	88.61	91.47	88.44	90.35	89.62	88.04	88.99
47	372	72	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	89.00	88.21	88.05	87.81	87.46	89.28	86.97	89.16	89.07	89.28	88.10	88.85	88.23	90.32	87.44	88.06	87.70	90.15	89.06	90.14	88.62	90.34	90.77	88.44	88.79	90.02
52	372	72	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	86.74	88.43	88.05	87.37	87.35	88.28	87.46	88.14	88.62	87.05	87.19	89.64	88.81	88.19	87.88	88.99	88.67	42.66	88.62	87.72	90.08	88.10	88.05	88.61	88.25	88.38
53	372	72	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	87.60	88.52	88.81	89.68	88.98	88.35	87.31	87.82	88.76	88.19	88.90	88.19	88.66	90.73	89.47	89.53	87.87	90.04	89.83	89.62	89.66	88.17	89.52	88.25	88.14	87.62
54	372	72	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	89.72	88.94	89.17	88.83	89.00	89.25	89.45	89.44	88.56	88.55	90.60	90.51	91.16	86.85	88.89	89.12	89.11	88.63	89.31	42.66	89.27	88.75	88.95	89.22	89.67	89.45
55	372	72	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	88.42	89.03	88.58	87.08	88.03	88.95	87.09	88.67	88.37	88.35	88.83	88.87	89.01	89.33	88.60	89.02	89.39	88.84	89.70	87.89	88.79	89.38	89.20	89.58	87.42	88.77
60	372	72	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	87.52	88.28	86.65	86.13	87.85	88.92	87.64	90.12	88.19	90.30	89.12	90.10	89.74	88.86	88.96	88.58	87.41	88.23	89.16	88.32	88.58	88.07	86.64	88.50	88.57	88.23
61	372	72	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	86.73	88.61	89.13	88.88	87.69	88.59	88.20	88.69	88.54	87.58	87.62	89.87	89.26	89.22	88.93	88.22	88.34	88.56	88.17	89.03	88.21	91.67	89.05	87.37	88.01	89.62
62	372	72	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	88.95	88.79	89.29	89.00	88.83	88.71	87.40	90.12	90.82	89.36	89.22	88.64	86.91	88.68	88.12	88.11	88.98	87.79	90.59	88.36	89.25	89.02	87.89	89.04	89.21	88.24
63	372	72	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	86.67	42.66	89.82	88.77	42.66	88.24	88.03	89.65	42.66	90.09	89.23	89.15	88.31	87.37	42.66	89.05	89.20	90.00	90.07	88.54	89.80	89.31	88.07	88.43	88.36	88.93
68	372	72	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	86.66	89.11	87.81	86.83	88.55	87.63	88.03	89.76	87.30	88.32	88.92	89.29	88.43	89.60	89.35	89.81	88.64	89.48	90.40	88.28	88.19	88.39	88.91	88.35	88.71	89.75
69	372	72	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	87.03	89.01	87.64	89.17	88.53	87.54	89.27	87.25	87.94	88.18	88.55	90.57	89.55	89.81	88.36	88.36	89.34	89.02	89.44	87.78	89.80	88.71	88.53	89.83	87.41	88.08
70	372	72	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	86.05	88.86	87.44	88.63	90.06	88.14	89.19	88.79	88.85	88.90	88.66	89.37	88.70	89.72	87.07	89.62	89.15	89.41	88.85	88.18	88.89	89.36	88.35	87.92	88.71	89.37
71	372	72	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	86.52	88.03	87.44	88.94	87.69	88.48	86.98	89.82	88.46	88.28	89.02	87.81	91.19	88.96	88.23	88.49	88.50	89.06	88.36	88.02	88.62	88.39	89.01	88.03	89.03	89.61
76	372	72	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	86.54	87.59	86.29	87.21	86.47	87.19	87.72	90.13	85.49	88.68	89.66	89.16	88.68	87.55	89.40	87.96	88.69	87.99	90.23	87.25	87.70	87.93	87.67	88.12	88.63	86.07
77	372	72	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	87.38	89.23	88.05	88.59	88.14	87.68	88.04	88.88	86.62	86.91	89.21	89.05	89.93	88.59	88.22	90.27	87.48	88.96	88.83	88.18	88.20	89.05	88.54	87.26	88.95	89.24
78	372	72	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	88.34	87.95	89.64	86.81	87.74	88.36	87.55	88.10	86.80	89.87	88.59	88.69	88.19	89.26	88.07	88.68	89.42	87.67	89.85	88.44	89.22	89.41	88.60	89.72	88.64	88.40
79	372	72	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	87.78	88.39	88.10	87.56	86.77	89.01	88.47	88.29	89.56	88.94	89.04	87.54	88.24	89.35	88.97	89.34	89.96	90.12	88.69	90.36	88.69	87.95	88.07	88.12	89.73	88.78
84	372	72	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	86.76	87.90	87.51	86.90	88.40	87.86	87.99	91.04	87.59	88.68	87.59	89.43	89.22	89.08	88.73	88.57	87.77	88.41	86.39	88.67	90.11	89.26	89.50	88.70	87.31	88.66
85	372	72	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	89.47	89.68	89.00	90.01	87.40	87.82	90.27	90.12	88.95	87.97	88.75	90.08	90.05	88.77	89.33	89.04	88.64	88.05	88.44	89.16	89.76	89.66	89.46	89.27	89.50	88.25
86	372	72	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	89.39	88.37	87.75	87.97	88.44	89.39	87.79	89.10	88.22	89.11	88.09	89.40	89.38	88.16	88.08	89.51	89.69	88.11	87.91	88.42	90.07	86.61	87.48	88.06	88.61	90.50
87	372	72	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	89.77	88.39	87.98	90.18	88.82	89.06	88.91	90.96	88.89	88.80	89.51	91.05	90.20	88.91	89.81	90.35	90.01	89.17	89.49	89.60	89.36	90.16	88.43	89.29	90.20	87.91
92	372	72	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	86.52	89.21	87.36	86.84	88.70	87.57	88.46	89.61	89.05	87.95	88.43	88.11	85.12	89.23	90.38	88.41	88.65	90.31	88.31	86.93	86.90	87.31	88.31	87.88	88.59	87.62
93	372	72	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	88.22	87.41	87.22	89.11	89.70	87.39	90.17	88.46	89.13	88.31	88.96	90.42	88.16	88.47	88.21	89.36	88.88	89.52	88.06	88.97	89.06	89.61	87.14	88.53	92.38	89.38
94	372	72	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	88.52	86.71	89.03	90.36	89.09	88.15	89.07	89.56	89.12	88.90	90.91	89.12	89.66	89.48	88.49	89.17	88.23	90.09	87.95	89.27	88.94	89.94	87.01	87.95	88.75	88.36
95	372	72	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	87.83	89.39	87.65	88.74	88.79	89.12	88.46	88.64	88.56	88.69	88.81	88.93	89.67	87.85	90.94	88.98	87.60	89.77	90.21	90.16	88.81	89.30	89.08	88.50	88.80	88.56
100	372	72	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	86.91	89.22	86.95	87.78	87.19	87.76	87.95	88.73	87.93	88.36	87.75	89.18	88.37	88.27	88.37	87.85	87.50	88.53	88.82	87.82	87.74	88.78	87.45	86.60	87.92	88.17
101	372	72	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	86.76	87.97	89.38	89.84	89.44	89.34	87.42	88.44	87.17	88.70	90.04	89.93	89.82	88.44	88.15	89.54	89.14	90.93	88.00	87.96	89.08	89.77	90.85	90.45	87.78	89.77
102	372	72	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	87.93	88.47	89.37	89.58	89.97	89.44	89.18	88.55	89.49	89.83	89.49	89.24	88.76	91.21	87.84	88.90	87.82	89.72	89.58	88.91	88.85	89.77	89.24	88.73	89.02	88.88
103	372	72	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	87.52	90.86	88.90	90.56	88.47	88.32	87.65	89.76	87.57	88.85	90.42	89.80	88.83	88.69	91.30	88.90	89.46	88.39	88.99	88.45	90.25	89.86	86.92	89.87	88.12	88.61
108	372	72	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	86.66	87.51	86.63	88.30	86.70	88.93	88.60	89.18	88.19	89.33	89.16	89.19	88.38	88.14	89.25	90.84	90.10	88.84	88.31	88.26	88.66	89.28	87.36	88.13	88.58	86.99
109	372	72	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	87.54	89.51	88.96	88.76	88.68	88.66	88.18	88.00	88.73	88.35	89.42	88.37	90.34	89.37	90.13	88.42	88.90	90.57	90.30	89.96	88.10	90.08	88.67	88.92	88.31	88.51
110	372	72	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	87.87	89.14	87.82	88.89	89.13	90.59	89.26	89.91	89.31	87.28	88.69	88.76	90.03	88.81	90.38	88.92	88.94	89.97	89.67	89.40	88.85	90.53	87.74	89.86	89.15	88.63
111	372	72	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	88.91	87.87	89.20	90.36	89.00	88.58	88.46	89.32	89.73	89.83	88.67	89.08	87.86	89.84	88.65	90.02	88.74	87.48	89.12	89.94	89.04	88.94	89.69	88.89	89.01	88.00
116	372	72	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	87.43	86.12	87.18	89.07	87.63	89.61	89.02	88.71	89.32	88.97	89.20	88.29	86.08	88.69	88.89	88.96	88.57	88.21	87.35	89.35	87.42	89.08	87.88	88.61	88.23	89.58
117	372	72	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	88.12	89.27	87.67	88.30	88.19	89.53	88.58	89.00	88.28	88.05	87.70	88.95	89.17	89.12	88.70	88.89	89.95	89.16	88.11	89.98	89.03	88.76	89.54	88.80	88.63	88.29
118	372	72	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	87.91	88.98	89.59	88.88	87.17	88.49	87.91	88.98	87.37	88.73	89.86	88.93	89.36	88.06	89.76	89.74	88.21	88.91	89.02	89.26	89.66	89.93	88.17	88.87	87.41	88.09
119	372	72	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	89.30	89.81	88.51	88.55	90.52	88.64	89.47	89.00	89.10	88.53	89.15	88.23	88.78	89.41	88.16	89.49	89.25	87.35	89.93	89.02	88.87	88.33	87.36	89.83	88.57	90.54
124	372	72	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	87.67	89.09	87.88	88.89	87.22	89.02	87.75	88.25	87.99	87.61	88.46	90.53	88.98	88.82	88.08	89.77	89.85	88.09	87.13	89.09	88.28	88.38	90.30	88.42	88.11	89.28
125	372	72	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	87.67	88.28	88.80	88.54	86.80	89.57	88.84	91.13	89.58	87.87	88.79	90.26	89.80	88.54	88.73	88.82	87.99	89.93	88.54	89.17	88.88	88.78	88.51	89.00	89.46	88.80
126	372	72	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	88.01	88.23	87.94	87.75	88.10	88.43	89.13	88.96	88.76	90.17	90.31	88.96	89.22	89.23	89.66	90.97	88.15	88.70	89.78	89.74	88.73	88.66	88.25	89.50	87.64	88.66
127	372	72	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	89.51	89.52	88.02	88.00	89.57	88.93	90.39	89.11	89.40	87.36	88.99	88.95	89.66	89.18	87.66	87.91	89.23	87.73	89.23	89.00	87.08	88.28	87.77	87.44	88.50	86.12
132	372	72	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	88.26	89.64	87.22	88.85	88.10	88.72	88.26	88.10	89.17	87.51	89.29	88.32	88.65	88.05	88.45	89.21	88.87	88.34	89.87	88.14	88.38	88.64	87.48	89.51	87.88	87.24
133	372	72	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	87.98	89.75	89.04	88.52	88.56	89.66	88.08	88.01	87.29	89.07	87.98	90.05	91.19	88.59	88.45	89.00	89.85	87.84	88.72	90.22	87.79	88.94	88.88	89.03	87.74	88.70
134	372	72	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	86.73	88.25	89.24	88.89	89.24	90.14	89.82	89.18	88.06	89.17	88.71	89.68	89.71	88.91	88.82	88.62	89.33	89.01	90.03	89.42	89.09	89.37	88.11	88.39	89.10	89.47
135	372	72	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	89.18	89.71	89.91	88.04	88.98	88.04	89.23	89.42	87.86	89.88	89.30	88.96	90.49	89.18	88.81	91.66	90.14	88.53	89.64	89.65	88.18	89.82	88.16	86.98	88.69	88.60
140	372	72	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	86.52	88.58	86.34	88.66	88.31	88.45	88.58	87.89	89.58	87.43	88.14	88.88	89.07	88.29	89.28	87.22	88.34	89.26	89.08	89.11	87.15	88.33	87.85	87.05	89.58	88.59
141	372	72	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	87.06	89.07	88.31	88.40	88.10	89.46	88.49	88.61	88.40	87.86	88.56	89.69	89.67	88.16	89.51	89.98	89.86	89.52	90.16	89.55	90.23	88.41	86.78	88.15	89.31	89.97
142	372	72	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	85.88	87.10	88.92	90.54	88.04	89.70	89.53	88.65	88.79	88.87	89.44	90.39	88.73	89.48	88.08	89.59	87.97	88.47	89.75	89.04	89.17	89.82	88.19	87.90	88.04	87.94
143	372	72	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	88.39	89.18	87.72	88.65	87.57	88.97	88.15	88.64	88.94	89.84	89.35	89.26	89.74	90.59	88.51	88.38	88.21	88.29	89.96	88.02	88.15	87.81	85.85	88.83	89.96	89.12
148	372	72	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	89.93	89.73	90.19	89.94	89.44	90.08	89.47	90.09	90.00	90.05	90.42	89.90	91.42	90.18	89.31	89.72	89.09	90.90	89.55	90.56	91.00	90.71	89.94	90.00	90.96	88.57
149	372	72	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	88.79	89.41	88.82	89.31	89.50	90.79	88.69	89.68	89.56	90.48	90.07	90.28	89.39	89.19	87.34	90.09	89.08	88.96	90.21	89.10	88.71	89.82	89.75	88.95	90.10	89.35
150	372	72	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	90.77	89.39	88.94	88.96	88.48	90.37	88.36	89.97	89.59	90.30	90.36	91.79	90.32	90.67	90.63	90.53	89.31	89.74	89.82	89.81	89.97	91.07	90.25	87.54	89.25	89.65
151	372	72	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	90.04	91.44	90.42	89.70	89.41	89.86	88.96	90.09	88.41	89.66	90.66	90.26	89.84	90.03	90.13	90.36	89.21	90.23	91.32	90.39	89.79	90.99	90.09	89.84	90.84	88.80
156	372	72	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	89.79	89.50	89.00	89.78	88.77	88.63	89.76	89.21	89.80	91.07	90.48	90.59	91.14	88.96	88.43	89.99	89.09	89.85	90.74	90.34	90.60	89.17	89.07	90.48	89.15	89.48
157	372	72	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	89.41	91.01	90.40	90.14	89.62	89.56	89.61	89.81	90.05	89.38	90.37	91.21	88.26	89.23	88.23	89.22	89.48	89.97	89.23	90.02	90.37	90.33	89.83	90.09	90.65	90.06
158	372	72	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	89.29	90.66	88.96	90.04	89.30	89.18	90.12	90.92	90.38	91.23	90.68	88.86	89.94	90.49	88.21	89.87	89.81	89.44	90.24	90.36	90.12	89.76	89.36	88.73	90.62	90.09
159	372	72	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	90.33	90.42	89.20	88.49	88.59	90.37	90.37	90.60	90.16	89.77	90.09	89.77	90.79	88.76	90.47	90.14	91.71	91.09	90.23	91.58	89.69	90.80	90.50	89.50	90.89	90.93
164	372	72	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	90.05	90.95	90.95	89.19	88.64	90.53	89.81	89.79	89.50	89.47	89.38	89.89	87.84	90.38	88.93	89.82	88.68	89.61	89.63	89.57	89.17	89.96	88.65	89.31	89.43	90.00
165	372	72	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	88.58	91.47	89.03	89.61	88.64	90.76	90.46	88.84	89.39	88.61	90.36	89.77	88.07	90.00	89.42	90.98	90.08	89.39	90.19	90.44	91.08	90.65	89.81	90.51	89.42	88.87
166	372	72	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	88.65	89.34	89.36	88.57	89.52	90.37	88.70	88.57	89.33	90.00	90.03	89.40	91.07	90.01	89.08	90.28	88.92	90.69	89.58	90.23	89.82	91.72	90.23	89.48	89.82	90.61
167	372	72	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	88.56	89.93	89.22	88.00	90.28	90.21	90.01	90.25	89.23	89.53	91.15	91.92	90.52	89.71	89.55	89.49	90.90	90.28	89.86	89.08	90.17	90.48	89.45	89.48	89.48	89.24
172	372	72	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	89.15	90.69	89.72	90.82	90.02	90.46	88.73	89.57	89.59	89.64	89.78	91.18	90.73	88.97	89.96	90.66	91.49	90.00	92.24	90.70	89.62	90.10	88.99	89.22	89.94	90.94
173	372	72	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	88.95	90.28	88.66	89.72	89.67	89.16	90.03	90.18	89.19	88.36	89.80	90.05	89.82	88.90	89.33	89.45	88.98	89.99	90.08	91.20	89.66	89.70	89.96	90.86	90.23	88.52
174	372	72	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	88.85	89.49	89.09	89.68	90.09	88.99	90.12	89.71	90.09	90.22	90.21	91.22	90.23	91.68	89.41	88.78	91.37	90.26	90.19	90.57	89.55	90.99	90.33	89.72	91.36	89.88
175	372	72	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	88.22	89.40	89.13	88.70	88.96	90.08	90.71	89.74	88.56	89.25	90.70	90.52	90.43	88.44	89.14	89.09	90.20	89.15	90.03	89.70	89.91	90.82	90.96	89.01	89.61	89.64
180	372	72	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	90.16	90.41	89.91	89.75	90.41	90.06	90.68	88.93	88.77	89.90	89.92	90.10	90.71	90.23	89.11	89.57	89.60	91.29	89.82	89.94	90.88	89.27	90.86	90.13	89.94	90.70
181	372	72	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	88.79	90.53	87.73	88.90	88.87	90.62	89.49	89.80	90.03	90.60	90.84	91.26	91.17	89.33	90.48	91.12	88.95	89.44	90.62	91.39	90.58	90.80	91.27	88.29	91.24	89.71
182	372	72	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	89.28	89.45	89.96	89.13	88.70	89.77	91.28	90.76	89.78	90.83	90.28	90.60	90.02	89.69	89.31	90.77	87.94	91.64	89.68	90.77	90.24	88.75	88.99	89.90	90.19	88.98
183	372	72	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	88.96	90.88	90.44	91.16	90.04	90.42	91.18	89.80	89.92	88.43	90.24	90.37	90.73	89.40	89.13	90.13	89.64	90.94	90.57	90.90	90.58	89.48	91.64	88.58	88.70	89.41
188	372	72	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	89.87	90.40	88.77	89.89	89.31	89.97	90.10	89.78	90.08	90.87	90.66	90.51	90.96	89.68	89.75	89.19	90.34	89.65	91.34	90.92	89.95	91.03	88.48	91.01	89.19	90.08
189	372	72	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	89.98	89.99	88.75	89.62	88.99	90.35	89.36	90.86	89.59	89.92	90.45	90.33	90.54	89.61	89.78	90.12	90.27	89.92	90.04	90.86	88.72	89.40	90.05	90.58	91.03	90.06
190	372	72	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	89.52	89.80	88.55	88.84	89.58	91.20	90.16	89.91	88.66	89.17	91.17	89.69	89.40	88.94	89.30	90.39	88.60	88.93	90.55	91.42	91.85	91.48	90.25	88.85	91.75	90.84
191	372	72	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	88.47	88.72	89.98	90.18	89.35	90.21	89.71	89.73	89.87	89.57	90.55	90.10	90.29	89.41	88.97	89.71	89.94	90.34	90.09	89.23	89.52	90.58	91.96	90.80	89.20	89.27
196	372	72	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	89.66	89.14	89.91	90.04	90.35	89.97	90.57	90.06	90.22	90.15	88.38	90.45	89.77	89.95	89.88	90.38	88.74	90.69	90.90	90.17	89.26	90.02	88.93	88.37	89.84	89.83
197	372	72	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	89.80	89.88	88.81	90.95	89.59	90.45	91.17	90.34	89.21	89.97	91.00	90.80	90.35	91.23	88.96	90.67	89.16	89.83	90.43	90.57	90.10	90.13	90.60	90.59	88.82	90.33
198	372	72	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	88.52	90.50	89.51	89.13	89.84	91.06	89.53	90.20	90.05	88.92	90.89	90.88	90.47	90.11	89.66	91.32	90.56	90.19	90.85	90.51	89.42	89.07	89.05	89.34	89.67	89.96
199	372	72	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	89.19	90.21	90.51	89.93	89.28	90.51	90.84	90.01	90.30	90.31	91.50	90.86	90.25	89.30	91.10	90.03	89.81	90.09	90.96	89.46	89.85	89.97	88.82	90.02	89.98	89.75
204	372	72	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	89.00	89.41	88.88	88.29	89.09	90.43	88.91	89.25	89.11	88.72	89.42	90.74	89.83	89.79	90.15	90.80	89.58	90.29	90.74	90.37	89.69	90.44	90.08	90.40	90.14	89.88
205	372	72	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	88.73	90.04	89.25	88.85	89.03	89.98	89.76	88.93	88.95	89.82	90.21	90.58	90.34	90.54	89.11	88.13	90.96	89.39	90.95	90.85	90.14	90.19	89.08	90.71	89.24	91.49
206	372	72	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	90.09	90.00	88.72	90.08	89.21	89.88	89.20	88.60	90.33	89.54	89.93	90.60	89.91	89.55	88.45	89.95	89.48	90.85	89.24	90.72	90.69	89.63	89.85	89.25	90.91	88.93
207	372	72	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	89.40	91.54	89.40	90.26	88.93	89.94	89.54	91.10	90.03	88.79	90.31	89.64	89.57	89.20	89.86	90.81	89.75	89.74	91.23	89.73	89.57	91.34	90.20	87.78	91.38	89.94
212	372	72	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	87.95	88.90	90.09	89.48	88.35	90.17	90.30	89.30	88.44	89.68	90.47	89.64	89.94	89.68	89.22	89.87	90.28	90.78	90.40	90.06	90.63	91.19	89.92	88.96	90.76	89.12
213	372	72	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	89.79	90.39	89.97	90.10	90.44	90.25	89.78	90.25	89.10	89.16	90.84	88.63	90.03	89.10	89.94	89.01	90.14	89.63	90.49	89.95	91.08	90.08	88.02	89.45	91.20	88.99
214	372	72	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	90.51	89.79	88.40	89.94	90.45	91.13	90.24	89.21	89.78	88.69	91.41	88.78	89.68	88.92	88.95	91.00	88.42	90.16	90.17	90.16	89.93	91.03	90.11	90.04	91.57	90.76
215	372	72	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	88.61	89.19	90.31	90.34	89.77	89.91	90.02	89.27	90.19	89.25	89.21	90.75	90.83	91.06	90.53	89.96	89.96	90.08	90.24	90.38	90.22	89.07	89.52	91.37	89.60	90.24
220	372	72	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	90.19	90.21	88.05	89.12	88.97	89.16	88.94	90.39	89.14	88.80	89.39	89.66	90.36	90.99	89.33	90.41	90.07	90.93	90.36	91.71	89.89	90.77	90.20	89.44	90.84	90.31
221	372	72	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	89.74	90.45	88.85	89.95	89.04	90.26	89.43	90.56	89.71	89.80	89.83	90.95	90.96	89.82	89.44	90.51	89.56	90.63	91.64	90.96	89.85	91.07	90.55	89.10	89.07	90.56
222	372	72	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	90.21	89.96	90.63	90.94	89.28	91.01	89.57	89.80	89.80	90.12	90.69	91.67	89.77	89.65	89.92	89.01	89.72	90.15	90.93	90.03	88.88	89.40	89.98	90.04	87.65	89.74
223	372	72	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	89.89	89.96	89.65	90.98	89.79	90.53	89.10	89.64	90.29	89.56	91.64	89.84	89.16	89.92	89.44	90.48	89.12	88.89	91.36	90.32	90.15	90.33	88.87	89.60	90.32	89.90
228	372	72	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	88.68	89.60	88.58	90.33	90.22	91.60	88.57	88.91	89.53	89.76	90.68	88.77	91.47	89.47	88.95	89.44	90.53	90.68	89.80	90.95	90.47	90.12	90.04	90.14	89.84	89.38
229	372	72	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	90.68	90.01	89.35	88.92	91.07	90.45	90.15	89.36	89.59	89.66	89.84	90.80	91.02	90.70	91.44	90.52	90.31	89.47	90.64	90.59	90.48	91.11	90.57	90.50	90.62	90.21
230	372	72	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	90.01	88.23	89.97	89.78	90.77	90.56	90.55	89.16	89.92	90.58	90.81	90.03	89.69	90.94	89.10	90.59	90.90	90.70	89.64	90.81	90.40	91.58	90.34	89.70	89.83	89.56
231	372	72	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	90.37	90.11	90.68	91.50	89.12	90.62	89.62	90.79	89.31	89.90	90.85	91.04	89.46	90.72	87.90	91.57	89.47	89.77	90.45	90.15	90.68	89.89	89.38	91.03	89.60	89.53
236	372	72	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	89.98	89.35	90.70	89.26	89.40	90.11	90.46	89.55	89.43	89.16	90.14	89.49	90.20	88.03	89.78	90.81	88.78	87.97	89.24	90.61	89.13	90.85	88.80	89.36	88.28	90.47
237	372	72	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	90.16	89.77	89.79	89.49	88.36	89.81	88.92	89.27	89.08	89.46	91.06	90.19	90.54	89.20	91.20	89.93	88.91	89.33	91.84	90.19	91.51	90.71	88.88	89.78	88.36	88.87
238	372	72	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	89.12	90.83	89.71	89.90	89.51	90.29	90.18	89.25	90.17	90.49	90.11	90.81	90.81	89.15	88.72	89.94	89.17	88.28	91.23	90.29	90.28	90.66	89.52	90.10	89.47	90.18
239	372	72	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	88.93	89.53	89.18	90.18	88.79	91.77	88.70	89.01	89.47	90.50	90.70	90.82	89.61	88.62	90.04	90.69	89.09	90.86	90.27	90.94	90.69	91.52	89.23	92.00	91.02	88.55
244	372	72	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	89.51	88.67	88.82	89.70	89.40	89.36	88.60	89.28	90.64	89.78	90.50	90.18	89.17	88.71	89.02	90.05	90.14	90.14	91.18	90.18	90.45	90.09	88.56	87.96	90.49	89.85
245	372	72	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	89.56	90.45	90.16	89.24	88.94	90.80	89.80	89.57	90.19	89.99	90.19	90.34	90.96	90.16	89.93	90.06	89.39	90.43	89.19	90.34	91.63	90.72	89.32	88.30	89.58	90.32
246	372	72	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	89.21	89.52	89.06	90.43	89.40	91.06	90.10	90.22	88.97	88.41	92.14	90.80	88.70	88.70	89.53	88.20	90.03	90.11	91.20	90.31	91.18	91.09	89.50	90.12	90.01	88.46
247	372	72	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	88.97	91.61	90.01	90.97	90.29	90.70	90.23	88.94	90.58	90.21	89.86	91.01	90.60	89.33	89.97	90.44	90.28	90.31	89.95	90.69	89.87	89.97	90.07	90.12	90.34	89.94
252	372	72	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	88.68	89.50	90.13	90.98	88.69	91.75	90.46	88.65	89.37	88.10	91.17	90.80	89.99	89.69	89.45	90.59	89.53	90.61	89.54	90.31	90.91	90.33	89.40	88.98	90.20	89.56
253	372	72	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	90.39	89.50	89.12	90.49	89.54	90.36	89.14	89.58	89.35	89.29	90.12	89.89	89.01	89.30	90.00	90.13	90.12	90.85	90.45	90.38	91.72	90.68	90.28	90.90	90.68	90.03
254	372	72	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	89.09	90.22	89.52	88.84	90.70	90.38	89.69	91.22	89.16	89.89	90.32	89.91	90.43	89.26	89.46	90.15	90.00	89.70	90.24	90.89	91.35	90.17	90.35	90.46	89.34	89.02
255	372	72	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	88.84	89.82	87.99	90.65	90.96	90.67	89.07	89.58	90.92	88.44	91.65	92.10	90.31	89.17	88.90	91.38	89.53	91.12	91.72	91.74	89.51	91.44	91.00	89.75	88.56	89.90
260	372	72	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	88.99	90.11	89.68	90.15	90.96	90.44	88.80	89.46	89.05	88.39	89.56	90.76	89.32	88.80	89.25	89.04	90.63	90.26	91.72	89.83	90.51	90.86	89.44	89.25	90.10	90.25
261	372	72	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	89.93	90.05	90.57	89.71	89.16	90.12	90.21	90.10	89.74	89.66	91.51	89.95	91.10	89.98	89.48	90.50	89.41	89.00	89.43	90.42	90.15	91.44	89.34	90.31	90.06	89.28
262	372	72	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	89.59	89.57	89.07	89.20	89.22	90.44	89.93	89.56	88.78	91.07	90.31	91.09	90.78	89.73	89.06	90.20	90.39	90.52	91.57	91.35	90.54	90.69	88.97	90.16	88.51	89.31
263	372	72	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	89.72	91.17	89.87	91.12	90.19	90.56	89.99	90.21	90.35	88.31	90.81	90.20	90.21	90.15	90.71	89.80	89.07	91.20	89.42	90.65	90.84	90.59	88.27	90.08	90.59	89.15
268	372	72	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	88.59	89.94	88.61	89.71	90.36	90.79	89.46	90.23	89.31	89.46	89.85	90.16	90.01	88.79	89.85	90.47	88.94	90.44	89.94	91.79	89.76	90.85	89.11	90.38	90.46	89.45
269	372	72	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	90.01	90.52	89.70	89.75	89.80	90.69	89.60	89.95	88.74	91.20	90.07	89.05	89.67	91.60	89.72	91.29	89.71	90.26	90.48	91.51	90.27	89.62	90.69	90.45	88.26	88.42
270	372	72	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	89.88	91.12	89.95	89.46	89.00	91.01	90.64	90.48	89.94	90.50	89.75	90.60	89.85	88.81	90.57	89.63	89.71	90.43	91.62	91.21	89.14	89.84	89.43	86.98	90.20	88.96
271	372	72	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	89.32	88.33	88.62	88.62	90.01	90.05	89.21	89.72	89.31	90.47	90.51	90.55	90.21	89.29	90.11	90.99	90.42	88.70	90.18	91.12	89.58	89.57	89.81	90.33	89.39	90.18
276	372	72	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	89.27	90.99	89.47	89.48	88.94	88.87	89.39	89.43	90.53	89.46	89.68	89.42	90.75	90.29	89.26	90.59	89.56	89.83	90.79	90.24	89.06	89.24	90.27	90.29	88.90	89.00
277	372	72	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	88.85	90.08	89.97	89.71	89.98	90.46	90.46	89.13	88.81	89.73	91.40	91.03	89.10	90.11	90.35	90.30	90.65	90.90	89.55	90.32	89.94	90.61	89.10	89.32	90.47	89.45
278	372	72	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	89.93	91.17	89.75	89.44	88.46	90.16	89.29	90.27	89.76	89.11	89.65	90.87	91.03	89.14	89.48	89.65	90.39	89.70	89.98	90.20	90.64	91.40	87.77	89.23	88.69	89.79
279	372	72	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	88.92	89.81	90.33	89.32	88.90	90.50	90.11	89.88	89.19	90.05	90.56	91.17	89.76	89.35	90.81	90.30	88.42	90.01	91.40	90.26	91.55	88.80	89.40	89.58	91.50	89.54
284	372	72	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	88.65	90.41	89.89	88.97	88.81	90.21	89.73	89.51	90.55	89.59	89.19	91.46	89.77	88.40	89.56	89.30	89.78	89.48	90.37	89.93	89.72	90.88	90.45	89.53	90.27	89.35
285	372	72	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	89.61	89.12	88.42	89.62	89.13	90.87	90.11	89.56	89.79	89.57	89.78	89.61	89.46	90.45	88.95	90.35	88.90	89.88	90.08	89.70	90.01	91.15	90.80	88.67	91.20	89.33
286	372	72	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	90.24	90.73	89.59	89.82	89.64	88.58	89.10	89.86	88.11	88.72	89.58	88.67	89.50	89.40	89.71	90.34	90.06	90.20	90.17	89.22	88.90	89.98	90.12	89.54	88.70	89.81
287	372	72	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	90.08	89.81	89.81	91.33	87.28	90.41	90.52	90.23	89.32	89.42	90.76	91.13	89.39	90.16	89.00	90.80	90.43	90.44	89.74	90.27	90.74	90.44	90.39	90.25	89.85	89.68

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
4	372	72	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	93.27	91.12	91.06	89.67	91.79	90.94	91.41	93.01	92.70	92.21	92.13	92.00	92.24	93.10	92.97	91.94	93.14	91.02	92.18	91.66	93.01	90.34	92.20	90.60	92.53	91.83
5	372	72	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	91.98	91.00	93.66	90.58	92.88	92.10	91.16	89.49	91.76	92.67	92.27	91.62	92.58	92.37	92.07	93.53	93.57	92.46	93.52	92.67	94.60	92.66	93.29	93.14	92.44	93.52
6	372	72	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	91.81	92.89	93.00	91.42	93.55	92.19	93.74	91.25	92.94	92.17	93.56	92.85	92.48	93.09	93.87	94.37	92.04	93.72	92.95	90.73	93.91	93.04	92.39	91.88	92.30	94.59
7	372	72	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	93.33	91.35	91.98	93.20	93.19	92.14	91.45	90.65	93.31	92.82	92.35	90.45	92.87	92.94	93.33	94.17	95.43	92.08	92.48	91.56	93.16	92.20	94.92	94.24	93.59	90.47
12	372	72	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	93.36	91.06	92.12	92.51	91.38	91.69	92.40	91.37	92.33	91.89	90.72	92.38	91.29	90.99	92.38	91.18	92.48	91.41	92.32	91.12	94.19	92.80	92.73	91.66	91.68	93.23
13	372	72	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	92.01	92.83	93.24	94.19	91.47	91.97	92.65	92.73	93.65	91.40	93.11	92.72	91.25	93.84	89.89	91.99	93.12	93.08	93.81	93.58	92.46	93.67	93.44	92.41	93.19	91.87
14	372	72	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	92.77	91.95	93.25	93.21	93.37	91.39	90.89	92.76	93.04	91.80	92.78	91.73	91.99	93.23	92.53	92.46	93.45	93.95	90.86	92.15	92.82	93.03	94.78	92.53	93.16	92.04
15	372	72	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	89.87	92.37	94.17	92.87	93.45	91.09	91.42	92.59	92.37	93.04	92.09	93.15	92.29	93.49	93.24	92.49	90.05	91.53	91.14	93.12	92.98	93.70	92.36	91.84	93.09	92.31
20	372	72	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	92.18	91.24	93.71	91.31	93.27	91.73	93.18	93.42	91.74	93.44	92.80	92.15	92.90	92.21	91.45	92.44	93.42	93.82	92.20	91.04	92.20	93.27	93.50	91.42	92.53	91.88
21	372	72	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	91.14	93.46	94.82	92.97	92.43	92.63	91.35	93.28	91.86	92.44	92.54	92.56	93.62	92.36	91.41	93.46	91.47	92.01	91.44	93.65	93.59	93.10	93.55	92.46	92.48	93.77
22	372	72	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	92.91	93.66	94.17	93.97	93.47	91.70	92.73	92.23	92.02	92.47	89.79	92.78	91.69	93.31	91.42	92.22	92.38	93.36	94.42	92.34	92.45	94.95	93.97	93.87	92.60	94.13
23	372	72	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	94.55	93.93	94.84	91.19	91.90	92.28	92.94	93.45	93.46	92.11	93.40	92.07	91.58	92.42	90.92	91.19	93.35	91.73	92.25	93.25	92.43	93.43	93.98	94.09	93.38	92.69
28	372	72	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	90.15	93.00	91.11	90.83	92.96	92.13	92.55	92.86	93.51	92.58	90.19	90.64	91.99	91.78	90.23	92.65	91.79	92.65	93.45	91.88	92.86	94.05	92.95	93.24	92.79	91.98
29	372	72	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	91.08	92.70	93.41	91.42	95.04	91.58	93.02	91.25	90.65	91.00	90.62	91.15	93.06	93.25	92.16	91.74	92.22	92.40	94.21	90.04	93.37	93.61	93.09	90.83	91.34	92.61
30	372	72	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	93.31	91.43	93.59	92.26	93.72	92.18	88.21	91.98	93.85	94.10	92.45	91.45	93.41	91.78	49.17	92.44	91.78	91.90	92.13	92.39	93.01	92.96	93.61	92.58	92.50	91.34
31	372	72	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	92.62	93.99	93.37	91.76	91.57	90.66	91.68	93.01	92.34	91.79	90.06	92.88	93.24	90.67	91.68	92.94	91.72	90.70	93.43	91.67	94.02	93.30	93.75	90.88	94.39	93.43
36	372	72	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	93.10	92.89	91.73	92.84	92.58	91.36	90.71	93.55	94.54	93.90	93.49	91.43	92.46	92.09	91.85	93.01	92.36	93.47	93.08	91.52	94.32	91.60	91.45	92.41	91.75	91.27
37	372	72	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	92.83	91.63	94.47	92.98	93.42	90.05	92.74	92.92	92.53	92.27	93.40	92.71	93.49	93.09	91.39	94.16	92.19	92.67	94.06	91.99	94.63	92.61	93.39	93.34	92.80	91.68
38	372	72	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	92.50	93.43	93.88	93.46	91.77	91.19	92.58	92.96	91.46	91.66	92.25	92.43	94.30	93.58	91.50	93.17	94.35	93.65	93.70	91.48	93.03	94.29	93.65	93.36	92.68	93.02
39	372	72	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	91.29	91.18	91.01	90.65	92.09	90.89	90.50	91.28	92.40	90.66	92.61	90.86	90.46	93.58	92.73	91.82	93.37	92.36	91.89	92.24	93.99	92.21	93.78	91.38	93.01	92.35
44	372	72	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	92.99	92.24	92.73	93.34	93.61	91.26	91.81	93.77	92.53	91.35	90.95	91.83	92.00	92.26	89.47	92.83	92.45	94.05	93.29	92.10	94.15	93.19	94.41	92.14	92.51	93.31
45	372	72	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	91.45	91.90	93.69	92.39	92.77	91.20	93.54	91.29	92.33	93.07	91.47	91.14	93.01	92.69	91.59	92.35	94.13	91.58	93.67	90.75	92.34	92.93	93.49	93.31	92.18	93.11
46	372	72	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	92.54	93.70	93.43	92.64	91.60	92.01	92.26	90.70	93.07	91.67	91.75	90.57	92.64	92.29	91.00	92.30	92.38	92.77	94.07	92.16	94.83	91.60	94.50	93.32	93.09	93.22
47	372	72	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	92.02	91.40	93.23	92.35	93.67	91.78	92.55	93.09	93.80	93.04	92.08	92.12	92.25	92.22	91.28	91.81	92.40	93.09	92.72	92.98	93.13	94.10	94.59	92.12	92.15	93.62
52	372	72	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	90.24	91.11	91.06	93.24	90.77	88.53	90.51	91.10	89.59	90.68	90.62	91.78	93.28	91.16	89.91	91.83	92.56	49.17	92.16	92.50	94.01	91.80	93.93	92.68	91.14	91.39
53	372	72	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	92.52	90.69	93.53	92.41	91.94	91.12	90.98	91.97	92.08	90.51	92.37	90.65	91.85	90.29	92.02	92.26	92.05	91.67	91.44	93.23	92.85	94.27	93.55	93.31	91.25	91.42
54	372	72	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	95.12	92.91	92.33	91.15	93.36	91.18	89.36	93.48	91.79	92.35	92.53	88.83	91.88	91.81	91.65	92.87	91.33	92.64	93.37	49.17	94.11	92.36	93.51	92.11	93.80	93.28
55	372	72	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	89.88	93.04	90.11	92.72	92.99	92.87	91.11	91.73	89.48	89.95	91.81	90.04	93.36	91.84	92.17	93.09	91.06	90.49	93.00	91.19	92.74	93.46	93.84	92.19	92.15	93.09
60	372	72	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	93.01	92.12	91.75	92.28	92.63	90.88	92.19	91.88	91.33	92.71	91.06	91.05	90.99	94.18	92.08	94.54	93.31	93.28	92.87	92.81	93.08	94.67	93.08	93.97	92.77	92.04
61	372	72	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	90.49	92.19	92.99	93.16	92.11	90.46	91.46	92.79	91.73	92.76	92.40	91.75	92.83	92.97	93.25	91.10	92.25	91.06	92.58	92.47	92.39	93.71	94.24	91.39	91.61	90.09
62	372	72	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	94.46	92.44	93.15	92.23	93.15	93.27	92.73	92.70	93.05	91.88	92.75	91.24	92.28	94.03	92.97	92.61	93.47	91.65	94.50	92.91	93.92	93.32	93.92	93.66	91.41	93.17
63	372	72	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	92.14	49.17	92.56	92.59	49.17	91.86	94.09	92.42	49.17	91.72	92.83	90.78	93.01	93.06	49.17	93.04	94.22	93.22	91.43	91.62	93.37	92.57	93.03	93.18	91.89	92.20
68	372	72	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	92.28	93.71	92.77	90.03	93.52	90.71	91.67	94.11	93.50	90.91	92.40	91.80	92.37	92.21	92.53	93.18	93.43	92.54	92.77	92.96	94.06	93.57	94.91	92.28	92.27	93.29
69	372	72	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	92.19	93.02	94.30	92.05	93.63	91.16	93.00	93.07	91.85	93.44	93.02	91.93	94.06	91.96	91.52	93.93	92.06	93.60	93.00	91.27	94.54	95.04	93.94	93.05	93.30	93.10
70	372	72	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	92.52	93.63	92.09	93.81	94.40	92.91	91.45	91.47	92.46	92.58	93.13	93.45	91.43	92.95	91.40	95.25	93.12	93.19	93.51	92.83	93.28	93.26	95.61	92.78	93.59	93.19
71	372	72	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	92.51	92.61	93.90	92.11	93.64	93.04	92.74	91.12	92.16	93.43	92.97	92.25	91.49	94.16	91.60	91.02	92.97	92.15	92.85	91.77	92.34	92.73	94.07	91.90	93.29	92.31
76	372	72	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	93.33	91.46	91.29	90.70	91.58	91.72	91.21	93.09	92.45	89.60	91.90	91.26	91.00	93.73	92.30	92.55	92.85	93.92	92.96	91.12	93.75	93.13	94.63	93.08	93.32	92.67
77	372	72	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	93.33	93.24	93.23	90.60	91.68	91.66	91.19	91.22	90.21	90.36	91.97	90.58	90.74	92.31	91.45	92.55	92.57	92.99	94.06	92.85	93.72	91.23	93.69	92.53	91.23	92.60
78	372	72	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	91.06	92.53	92.61	92.05	91.80	91.04	88.78	91.86	89.97	91.72	90.73	92.22	91.93	92.93	91.20	91.87	90.22	91.01	91.35	90.79	94.00	91.22	91.55	91.56	89.97	92.29
79	372	72	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	93.15	91.63	92.00	92.21	91.55	91.72	90.79	92.55	91.23	91.31	91.58	91.01	90.90	90.03	92.05	92.71	92.68	92.35	92.70	91.25	92.40	90.85	92.78	92.18	91.26	92.42
84	372	72	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	94.09	91.57	93.45	91.29	92.58	91.56	91.22	93.48	90.49	93.98	91.74	91.61	91.50	94.28	91.19	94.23	93.15	93.63	92.28	91.10	93.02	93.87	93.69	92.70	92.38	91.80
85	372	72	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	93.31	93.69	93.05	92.75	93.04	91.33	91.31	94.70	90.91	92.09	91.85	92.26	94.13	93.25	91.41	93.26	93.58	93.00	91.55	93.55	94.17	93.59	94.68	91.48	93.56	93.30
86	372	72	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	92.85	91.53	94.03	92.08	92.76	92.01	92.48	91.80	91.34	93.04	91.13	92.31	92.17	92.41	92.67	92.71	95.67	92.53	93.38	93.07	95.01	91.50	91.62	92.52	92.65	92.65
87	372	72	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	93.42	90.45	91.66	93.82	92.57	89.57	92.53	91.94	91.95	90.94	93.82	92.70	94.00	93.42	92.37	91.05	93.30	93.59	93.90	93.15	93.76	93.97	94.16	93.08	92.59	91.95
92	372	72	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	92.62	93.37	92.48	93.81	93.04	90.11	91.82	91.01	93.14	91.74	93.04	92.10	91.95	93.34	92.19	91.82	92.63	94.35	93.29	92.53	92.72	92.41	92.64	91.49	93.36	93.37
93	372	72	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	94.82	92.92	94.05	92.90	93.53	91.99	92.93	92.79	92.92	92.72	92.99	92.70	91.51	92.24	89.93	93.42	93.89	94.22	92.47	92.31	94.63	94.35	93.00	94.06	93.58	92.81
94	372	72	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	91.77	91.45	94.68	93.00	93.93	91.41	89.47	93.45	91.59	91.75	92.13	92.07	93.03	92.31	91.73	91.75	92.09	92.13	94.59	93.20	94.09	95.63	92.86	93.51	93.19	91.77
95	372	72	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	93.02	90.98	92.15	92.19	90.80	93.26	93.09	93.34	94.78	92.34	91.62	91.54	93.69	92.83	91.84	93.31	92.19	91.98	92.50	93.32	93.36	95.04	93.40	92.75	92.73	93.09
100	372	72	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	91.94	92.92	91.62	92.88	91.50	92.05	93.38	91.54	92.21	91.63	92.56	92.11	92.03	93.08	91.79	91.42	92.33	92.85	91.84	89.81	92.44	94.14	93.83	91.92	92.31	92.34
101	372	72	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	91.20	93.49	94.00	92.27	93.83	91.96	89.81	90.33	91.56	92.98	90.95	91.14	91.06	92.19	92.30	91.47	91.61	92.23	92.01	91.71	92.00	92.13	94.04	93.09	91.05	91.71
102	372	72	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	93.90	92.00	92.92	93.14	92.81	93.73	93.05	90.63	92.13	91.78	92.97	92.03	91.69	92.65	91.10	91.70	92.67	92.56	92.76	92.18	92.40	93.10	92.46	93.58	92.70	92.09
103	372	72	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	93.94	91.94	93.70	93.77	90.66	91.20	92.93	92.27	90.90	91.42	93.72	91.75	92.48	91.05	91.18	90.43	92.96	92.96	92.96	92.36	95.14	93.60	92.32	92.78	91.75	92.58
108	372	72	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	92.18	91.53	91.53	93.58	91.28	92.17	92.98	93.73	91.71	93.21	93.99	93.18	94.65	93.79	92.12	93.72	94.58	92.93	93.22	92.80	94.18	93.75	93.90	94.35	92.95	92.63
109	372	72	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	92.73	92.48	93.51	94.06	91.13	88.36	92.54	91.85	92.95	91.11	92.93	91.72	93.61	91.83	93.69	92.37	92.37	93.69	93.66	93.89	93.47	93.62	93.54	93.95	92.15	92.15
110	372	72	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	92.85	91.21	92.90	90.40	91.63	90.24	91.30	92.05	92.37	90.86	92.23	92.25	92.87	92.61	92.86	91.41	91.93	92.70	93.36	90.73	92.74	93.76	93.12	93.06	92.70	90.99
111	372	72	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	93.32	92.07	92.41	91.42	93.16	92.28	91.69	92.57	92.64	92.90	91.53	93.02	92.79	93.63	92.38	91.98	92.10	91.56	93.33	93.12	93.02	93.14	94.12	93.00	92.59	91.48
116	372	72	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	92.25	90.33	92.44	91.44	93.10	92.46	91.52	91.27	90.63	92.58	92.73	92.93	94.17	91.79	91.65	92.33	92.76	93.32	92.25	92.07	92.99	93.06	92.29	92.33	93.47	92.23
117	372	72	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	92.75	93.54	93.09	92.42	92.27	92.45	92.91	93.07	92.31	92.51	91.21	91.12	92.96	95.34	92.08	93.25	92.68	93.53	91.77	92.83	94.83	94.40	93.99	92.92	93.72	92.28
118	372	72	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	92.33	92.51	93.71	93.08	93.14	91.77	93.67	92.25	93.43	90.94	93.52	91.35	92.79	92.74	91.08	94.07	93.65	93.46	94.12	92.82	94.21	93.98	93.39	93.64	92.42	93.98
119	372	72	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	94.79	94.64	94.14	92.64	93.31	91.60	93.26	92.69	93.86	91.93	93.59	93.34	92.23	94.31	91.58	93.08	92.87	93.57	94.71	93.39	94.18	93.12	92.60	93.09	93.14	93.95
124	372	72	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	91.05	93.27	93.42	92.77	92.89	90.12	91.02	92.81	91.60	90.68	91.61	91.86	92.14	92.74	91.05	91.66	92.01	90.31	91.08	93.13	92.63	93.00	95.17	91.82	91.88	92.25
125	372	72	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	91.73	92.40	91.14	90.85	91.15	92.00	91.87	92.50	93.08	91.02	91.41	90.81	91.16	91.63	89.55	93.11	92.46	91.39	92.95	90.38	93.72	93.06	93.29	93.19	91.89	91.09
126	372	72	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	92.01	90.71	91.28	90.84	91.55	90.51	90.93	92.40	90.21	91.95	90.63	93.24	93.17	91.28	90.84	92.47	92.01	90.76	91.63	91.35	91.33	91.99	92.54	91.92	92.43	91.12
127	372	72	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	91.86	92.89	93.62	92.11	91.92	92.35	91.94	90.41	92.88	89.62	89.87	90.61	90.02	89.55	90.59	92.72	91.22	91.66	92.72	90.42	89.51	94.55	91.95	89.97	91.78	91.23
132	372	72	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	94.16	93.16	91.75	93.66	90.35	91.17	91.52	92.25	91.07	91.33	91.71	93.44	92.69	91.06	90.47	91.67	93.01	91.68	91.57	91.59	93.72	94.28	93.17	93.36	92.31	90.89
133	372	72	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	93.80	92.82	93.03	92.60	91.92	91.00	92.05	90.58	92.35	91.69	91.04	91.53	92.90	93.69	92.01	90.50	92.02	90.01	93.98	92.37	91.86	92.54	94.18	93.42	92.05	91.02
134	372	72	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	93.30	93.18	93.53	90.41	92.20	92.12	92.28	92.21	91.42	92.36	94.01	93.93	93.24	93.48	91.10	92.97	92.62	92.22	94.36	91.95	93.80	92.70	92.76	92.91	94.02	92.47
135	372	72	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	92.08	93.37	92.98	91.41	93.36	91.45	92.24	93.79	90.97	92.36	91.93	90.92	92.61	92.90	91.71	93.64	93.78	91.19	92.46	92.33	94.90	93.62	94.11	93.79	94.00	93.08
140	372	72	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	92.07	92.29	93.38	92.61	93.57	90.70	92.95	92.03	92.67	90.52	93.17	89.82	91.80	91.34	91.60	91.06	92.22	92.85	92.31	93.66	92.30	94.72	94.38	92.64	92.90	91.94
141	372	72	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	93.55	92.15	92.37	92.36	92.24	92.06	91.87	92.06	92.88	92.85	92.83	93.21	91.71	92.21	91.86	94.15	92.95	93.59	94.80	93.97	94.60	94.29	93.99	93.77	93.67	93.01
142	372	72	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	91.85	91.98	93.18	92.61	92.73	92.14	93.48	91.63	92.97	92.45	93.79	91.70	93.94	92.68	93.61	92.99	92.97	92.68	93.26	92.94	93.93	94.05	94.01	93.75	93.52	93.07
143	372	72	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	91.62	92.12	92.98	93.86	93.04	92.38	93.18	93.77	94.43	92.76	90.89	90.84	93.98	92.25	92.08	93.74	92.57	91.93	94.23	92.85	93.94	92.30	91.71	94.17	93.95	92.23
148	372	72	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	92.00	91.35	91.46	92.65	91.39	92.11	89.46	90.54	90.42	89.79	91.14	89.24	92.29	88.28	91.91	89.92	92.75	92.25	90.23	90.87	90.04	91.46	93.22	91.79	91.55	91.24
149	372	72	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	91.05	87.94	89.80	90.41	90.73	91.49	90.40	88.30	91.70	91.06	91.61	90.92	89.48	92.68	89.16	90.92	92.24	89.68	91.97	91.65	92.09	90.70	92.47	91.66	90.37	90.91
150	372	72	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	88.62	90.27	92.76	90.72	90.14	90.16	88.88	90.99	93.01	91.23	89.77	91.23	91.38	89.91	91.34	93.63	91.32	87.76	90.59	91.81	91.77	92.37	93.68	91.22	88.73	89.63
151	372	72	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	90.73	93.89	92.98	92.58	91.90	89.01	89.89	91.21	90.70	90.68	93.20	90.13	90.65	92.07	91.38	90.67	89.95	92.13	93.38	93.65	92.56	91.09	92.40	91.03	92.66	90.62
156	372	72	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	91.96	90.17	91.16	91.03	92.04	91.95	92.55	90.51	91.62	94.19	91.54	91.30	90.68	91.74	91.94	92.65	92.78	90.75	93.08	93.01	92.05	93.38	92.67	91.52	92.27	90.45
157	372	72	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	92.49	93.01	91.17	92.30	93.62	88.52	91.85	90.58	91.07	91.10	93.70	90.42	91.31	88.33	89.71	89.18	92.42	93.94	91.00	91.77	92.07	91.90	93.43	93.34	91.42	90.47
158	372	72	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	92.25	90.64	94.61	89.43	91.49	92.30	89.46	93.00	91.43	92.94	93.76	91.09	91.42	92.17	91.23	89.76	92.45	92.36	93.32	92.97	92.86	93.79	93.14	91.77	92.85	92.86
159	372	72	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	90.66	91.60	91.95	91.45	90.04	90.07	89.59	87.75	92.32	92.11	92.23	90.42	93.20	90.54	91.52	90.85	91.90	91.96	93.39	91.89	92.76	93.19	91.71	91.68	92.56	90.49
164	372	72	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	91.10	92.74	92.75	91.39	92.09	92.58	92.36	93.21	92.53	91.34	92.85	89.58	91.82	91.12	91.76	90.19	91.91	91.65	91.90	91.95	93.05	92.80	93.53	92.57	91.49	92.87
165	372	72	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	91.91	91.93	91.41	93.14	92.49	91.39	89.39	92.54	91.86	89.78	93.19	92.19	90.44	92.64	90.38	91.78	91.76	92.38	93.08	92.33	94.52	93.29	94.17	93.22	92.85	93.71
166	372	72	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	89.53	92.69	93.41	89.59	92.27	92.44	90.34	92.75	92.46	89.26	93.54	92.41	91.85	92.86	91.58	91.80	93.21	92.46	91.52	92.08	92.51	93.12	92.01	91.19	90.95	93.03
167	372	72	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	93.13	92.06	93.59	93.00	94.68	89.41	91.33	92.15	93.17	89.59	91.81	92.14	92.27	93.24	91.62	92.21	94.21	93.80	93.48	93.41	94.19	92.30	93.47	92.43	93.06	91.41
172	372	72	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	90.63	92.12	92.46	91.23	91.86	90.95	90.52	90.44	92.77	91.12	92.32	90.48	91.34	90.22	92.17	91.01	91.36	91.12	93.41	91.24	92.08	91.77	91.90	91.71	91.59	91.83
173	372	72	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	89.86	92.92	90.37	90.39	89.87	90.51	91.30	89.00	90.13	91.50	92.37	90.09	90.27	91.47	90.55	91.61	90.28	91.51	92.66	90.29	91.03	89.28	92.83	91.72	92.33	90.79
174	372	72	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	91.10	89.79	90.89	90.62	91.31	89.82	93.19	89.69	91.55	91.75	92.20	89.90	93.36	91.46	89.74	91.71	90.67	92.40	93.20	89.64	90.87	91.27	90.63	91.39	91.22	90.81
175	372	72	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	92.08	89.82	91.93	90.62	91.61	92.41	90.74	90.47	91.52	90.94	93.45	92.22	90.70	89.29	91.28	90.78	89.80	91.16	92.93	91.64	93.51	91.34	92.67	90.76	90.76	90.56
180	372	72	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	90.58	94.58	90.74	92.10	91.84	90.30	89.43	92.03	90.74	93.14	90.05	88.96	91.23	92.46	92.05	92.35	92.84	93.16	92.10	90.37	93.01	93.24	94.28	91.29	92.33	90.74
181	372	72	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	91.19	91.90	90.71	92.58	91.55	89.97	92.02	93.03	91.26	92.53	93.20	91.38	93.49	92.04	90.79	91.37	92.02	92.54	91.34	89.63	92.78	92.44	93.12	92.57	92.06	91.41
182	372	72	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	89.40	91.80	94.65	91.56	89.23	90.08	90.13	91.59	93.04	92.85	92.55	90.77	92.10	92.98	92.37	93.52	91.69	91.47	93.59	92.28	93.09	93.64	93.17	91.77	92.87	91.58
183	372	72	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	92.28	90.30	92.49	91.27	91.39	91.73	91.96	92.78	92.26	92.55	94.71	90.47	93.09	92.98	93.20	91.19	91.61	94.20	93.78	92.51	94.49	91.05	93.48	91.79	92.01	92.61
188	372	72	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	91.92	92.49	93.47	90.62	92.58	91.31	92.68	92.41	91.50	93.82	93.30	92.30	93.12	92.23	90.30	91.20	93.60	91.10	92.69	93.65	93.84	93.48	93.67	93.17	93.06	93.28
189	372	72	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	92.73	90.30	91.93	92.10	90.62	93.59	91.64	92.01	90.96	92.36	93.50	91.50	91.32	91.94	92.04	91.68	93.50	92.61	93.95	92.37	93.33	93.00	92.27	93.38	92.86	90.87
190	372	72	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	91.78	93.04	92.07	90.98	93.04	92.63	92.60	92.50	91.98	92.80	91.28	90.82	90.41	91.69	91.56	92.19	92.31	91.50	91.84	92.03	93.36	93.81	92.84	92.67	92.08	93.13
191	372	72	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	92.96	91.49	92.84	89.96	91.38	92.52	92.63	91.41	93.37	92.73	92.95	91.49	91.23	92.65	92.03	90.75	93.89	92.47	93.17	92.54	92.81	92.24	93.35	93.27	92.74	90.33
196	372	72	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	90.68	90.79	90.22	90.74	90.88	91.17	90.94	89.85	91.27	91.37	92.51	89.08	90.25	91.01	90.83	90.46	90.98	93.02	91.36	92.16	92.47	91.22	91.16	90.48	91.45	89.58
197	372	72	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	89.53	90.06	91.10	92.58	91.79	89.78	93.07	92.70	90.40	92.26	90.96	91.40	91.83	92.66	91.82	91.37	93.45	89.96	93.19	90.54	91.71	92.65	92.79	91.38	91.47	91.27
198	372	72	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	91.17	94.16	91.85	91.77	91.71	91.14	91.82	91.34	90.86	91.84	92.31	90.92	91.49	91.51	91.51	90.91	91.03	92.41	91.86	89.55	92.60	91.46	93.23	92.58	92.84	91.58
199	372	72	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	93.00	93.32	91.32	91.62	90.62	90.18	92.09	91.88	90.89	91.33	92.61	90.67	90.95	93.94	92.19	91.78	89.86	91.49	92.11	90.09	93.03	91.21	92.22	91.57	93.28	90.84
204	372	72	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	91.08	92.98	90.86	91.51	91.35	90.59	91.81	88.92	91.89	91.75	92.95	90.45	92.06	92.05	91.14	92.48	92.56	93.16	91.81	92.05	93.65	92.25	92.12	92.54	91.55	90.90
205	372	72	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	92.69	92.52	91.56	90.64	90.89	92.94	91.94	90.68	91.82	92.50	91.91	90.90	91.01	90.73	89.25	88.85	91.07	91.83	92.41	91.18	92.53	94.77	93.14	92.58	92.29	93.33
206	372	72	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	91.39	91.79	90.86	93.82	93.18	90.74	91.21	91.42	91.10	90.41	91.59	92.70	90.29	92.46	90.61	90.95	91.47	92.91	92.46	92.42	93.28	90.32	93.99	92.00	93.08	91.20
207	372	72	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	92.78	92.16	92.95	91.91	90.69	90.95	90.70	93.82	91.34	90.42	93.84	92.02	91.27	93.04	91.49	91.62	91.69	91.65	92.55	91.27	91.36	93.17	93.13	92.00	93.79	92.06
212	372	72	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	91.88	91.10	93.91	92.60	91.01	92.73	91.85	92.49	92.05	91.59	92.13	92.29	91.01	90.15	89.88	90.41	92.13	94.36	92.85	92.85	94.92	93.35	90.55	92.06	91.80	92.02
213	372	72	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	92.09	90.39	92.61	93.78	92.78	91.46	91.86	91.76	93.81	90.50	92.43	91.91	91.32	93.66	91.40	92.95	92.80	90.73	93.35	92.75	94.15	93.84	92.30	92.25	93.83	92.50
214	372	72	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	90.98	93.96	92.91	92.96	91.70	90.61	91.96	91.86	90.85	92.31	93.52	91.10	90.82	92.07	91.59	92.31	94.02	93.11	93.10	92.21	93.35	92.33	94.52	92.28	90.86	93.15
215	372	72	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	90.53	90.99	92.36	91.40	92.21	91.52	93.84	90.70	90.87	91.64	92.38	92.55	91.49	91.21	92.91	93.39	92.92	91.46	91.56	91.28	94.33	93.47	93.31	93.16	92.38	92.76
220	372	72	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	91.21	91.22	89.42	91.04	89.43	92.07	89.62	89.83	90.64	89.49	92.70	89.11	90.69	92.73	89.58	91.85	90.13	91.83	92.42	91.46	93.24	92.33	93.39	90.81	91.42	91.69
221	372	72	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	90.11	90.38	92.98	89.36	89.26	91.85	89.97	89.99	90.02	92.32	90.88	88.88	90.01	91.49	91.47	91.12	93.33	90.95	93.13	90.91	90.79	91.07	90.64	92.23	91.75	91.59
222	372	72	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	87.75	91.54	91.72	89.71	90.79	92.18	91.00	90.15	92.37	91.29	92.17	90.82	89.74	92.19	91.06	91.19	92.15	93.08	93.05	91.70	92.34	90.55	92.17	91.04	89.96	89.43
223	372	72	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	90.42	91.49	92.37	91.42	91.97	92.32	90.61	89.31	91.66	91.11	94.31	90.14	89.37	92.48	90.70	91.80	91.77	91.22	92.10	92.32	91.29	90.51	90.59	92.42	91.81	89.99
228	372	72	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	90.46	92.03	91.45	91.99	93.98	91.45	86.43	90.84	91.51	91.07	90.75	91.26	91.71	92.08	91.27	90.85	91.68	91.02	91.30	91.70	92.78	91.62	92.83	92.94	90.90	91.00
229	372	72	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	92.11	89.64	92.45	91.50	90.53	91.32	93.34	90.54	92.44	92.11	89.80	88.41	91.35	93.82	90.87	93.29	92.32	91.82	92.57	90.39	93.79	92.32	94.17	92.75	92.89	93.21
230	372	72	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	91.36	93.18	93.87	92.13	91.26	91.33	91.52	90.16	89.27	92.66	92.18	92.98	91.83	93.29	90.85	93.08	92.50	92.08	91.07	92.74	93.50	93.41	94.53	92.27	91.96	89.96
231	372	72	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	90.81	90.94	92.28	90.80	91.99	90.04	91.09	91.57	91.56	93.43	93.46	91.87	90.42	92.81	89.56	91.88	92.21	92.31	93.21	92.08	93.22	92.72	92.54	92.17	92.18	91.56
236	372	72	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	93.43	91.09	92.60	92.51	91.26	91.85	92.57	92.19	91.81	89.81	92.79	90.47	90.41	91.79	90.06	91.08	92.61	89.74	92.51	92.51	92.91	93.00	92.80	92.61	91.21	92.03
237	372	72	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	90.73	93.44	92.54	91.26	89.22	92.36	92.43	90.98	91.63	90.55	92.15	91.79	91.88	91.98	92.01	92.88	92.26	92.85	93.70	91.09	93.01	93.13	93.33	91.73	93.13	89.97
238	372	72	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	91.80	92.80	91.59	91.82	92.92	91.59	91.74	92.44	93.26	92.09	92.16	90.88	92.09	91.87	90.86	92.74	92.88	93.30	94.26	91.81	93.79	92.47	93.27	92.02	92.56	93.84
239	372	72	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	91.59	90.62	92.84	92.45	91.91	93.71	90.52	90.91	92.81	91.35	92.29	92.69	92.25	92.39	91.81	90.65	92.28	92.08	91.52	93.39	93.23	92.49	93.36	92.49	92.77	91.41
244	372	72	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	92.14	88.93	92.77	90.86	90.84	88.05	90.54	89.56	92.29	91.86	92.03	90.35	90.79	91.56	91.39	92.09	91.02	90.42	92.36	90.85	92.34	91.53	92.25	92.04	91.68	91.10
245	372	72	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	90.46	91.68	90.53	90.65	88.26	90.49	89.61	89.38	91.41	89.16	91.52	88.94	90.56	91.35	90.49	91.12	91.22	90.15	91.29	91.16	90.83	91.62	92.42	90.39	92.41	90.76
246	372	72	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	91.56	92.46	91.53	91.23	91.06	92.45	89.62	91.70	91.34	89.56	94.77	90.10	90.87	91.81	91.52	90.11	91.79	91.59	93.50	92.24	93.42	90.95	94.08	92.86	91.04	88.71
247	372	72	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	90.62	92.39	93.26	91.03	90.57	90.73	91.89	91.32	93.15	93.62	93.43	89.95	92.92	92.86	92.67	92.01	91.03	93.44	91.62	92.90	91.62	91.18	93.14	92.30	90.76	90.73
252	372	72	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	90.64	92.45	92.00	90.85	93.04	92.62	89.19	87.50	90.20	89.73	92.29	92.16	91.39	91.90	91.84	91.24	91.61	91.87	91.87	91.48	93.66	92.19	94.97	91.90	93.75	91.99
253	372	72	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	92.15	90.47	91.82	89.75	89.23	93.19	92.15	93.34	91.80	92.51	92.01	91.10	92.37	91.86	91.47	92.56	91.72	91.68	94.73	92.32	92.77	92.47	92.53	94.09	93.48	92.43
254	372	72	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	91.64	91.85	92.69	92.38	92.00	90.47	91.28	91.45	91.98	93.69	93.31	88.52	90.34	91.99	90.57	92.13	91.91	91.07	92.57	92.61	93.94	92.76	92.91	92.14	92.53	91.66
255	372	72	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	92.51	92.19	90.60	91.98	93.99	93.35	92.89	89.02	91.35	91.94	93.53	92.89	91.29	91.43	93.40	91.10	91.43	93.98	92.89	91.02	94.01	92.31	94.19	93.29	92.34	91.87
260	372	72	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	91.96	91.75	92.29	91.21	91.90	90.63	91.91	91.48	88.84	92.09	92.21	90.06	91.51	92.13	92.52	93.16	90.50	92.37	93.79	91.75	94.40	93.12	93.15	92.44	92.34	92.56
261	372	72	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	92.85	93.01	93.15	91.87	91.74	92.20	92.32	92.93	93.06	90.60	91.94	92.88	92.44	91.81	92.09	91.96	90.94	90.80	91.62	90.61	93.23	93.18	93.11	93.04	94.31	92.12
262	372	72	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	92.29	91.23	93.07	93.85	93.52	92.57	90.86	90.72	90.04	93.58	93.85	90.98	92.63	92.07	92.03	93.60	92.26	91.43	93.59	92.52	91.71	92.08	91.33	91.96	91.76	92.10
263	372	72	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	91.79	91.90	93.66	93.36	92.46	92.34	91.32	91.05	93.50	92.49	92.88	91.17	91.43	91.45	90.57	91.03	91.44	92.37	92.49	93.35	92.73	93.61	93.09	93.08	91.54	93.27
268	372	72	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	90.01	92.19	91.10	91.29	90.51	90.89	90.47	92.08	90.82	91.85	89.72	89.82	91.00	90.80	91.18	91.32	90.55	92.62	90.54	92.03	92.52	90.86	92.27	91.59	91.88	90.61
269	372	72	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	91.52	90.68	90.02	91.18	90.66	91.55	91.54	91.93	89.70	92.80	91.61	88.37	91.38	93.64	92.95	92.39	91.01	92.86	93.59	92.43	91.31	91.04	93.90	92.43	93.59	89.50
270	372	72	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	91.26	92.32	91.60	91.73	91.56	92.28	92.30	90.75	91.29	93.00	92.52	90.59	91.24	90.74	92.37	91.25	93.29	91.88	93.77	91.73	92.23	90.93	91.93	89.65	92.28	92.70
271	372	72	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	93.57	88.61	91.86	89.27	89.99	92.27	87.52	89.50	92.27	90.08	91.58	90.90	90.39	93.49	91.64	93.40	92.54	92.05	92.27	92.09	90.50	91.32	93.26	91.24	90.74	90.59
276	372	72	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	92.39	91.52	90.95	91.68	91.44	90.41	90.11	90.40	91.42	92.38	92.21	91.08	92.89	92.35	91.08	92.91	93.40	91.31	92.57	92.09	91.02	91.41	92.52	92.19	93.08	91.67
277	372	72	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	91.37	93.18	90.99	91.89	91.62	92.71	91.66	91.64	90.84	91.49	94.25	90.53	91.97	91.80	91.59	92.18	94.18	93.36	92.60	91.41	93.27	93.28	92.46	92.84	92.49	91.66
278	372	72	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	90.84	90.70	92.02	91.55	91.50	91.32	90.01	91.79	91.14	91.24	90.66	91.67	92.15	92.63	92.15	91.85	92.52	90.91	92.58	90.85	92.43	92.09	92.92	92.08	90.96	91.68
279	372	72	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	91.00	93.04	91.92	91.44	92.82	92.40	92.86	92.16	90.74	92.70	92.59	92.26	92.14	92.56	92.06	92.60	92.81	90.84	93.58	92.52	92.51	92.12	93.43	91.87	93.37	92.46
284	372	72	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	93.45	92.80	92.75	92.96	90.96	93.47	92.58	91.51	91.94	92.01	92.49	91.69	92.02	93.04	91.54	91.55	93.64	92.56	92.36	94.03	92.38	92.60	93.19	92.32	92.71	91.28
285	372	72	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	92.06	92.83	93.47	90.75	91.95	90.74	93.55	90.80	92.76	91.60	91.49	92.55	89.04	91.16	88.97	90.68	92.52	90.86	91.91	91.09	94.13	92.74	93.25	91.75	93.16	92.29
286	372	72	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	93.07	92.98	92.52	92.45	91.58	92.51	92.20	90.79	92.19	90.46	90.12	91.97	91.93	92.14	92.26	93.14	92.68	91.31	93.99	93.48	92.75	92.42	93.90	92.75	90.73	91.26
287	372	72	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	92.79	93.44	90.93	93.25	89.92	90.33	92.96	94.11	93.27	93.15	93.68	93.92	92.83	93.81	92.84	90.81	90.34	92.61	92.47	92.67	92.98	93.46	94.32	93.06	93.09	90.86

The global mean maximum row:

	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26	average_map
229	90.68	90.01	89.35	88.92	91.07	90.45	90.15	89.36	89.59	89.66	89.84	90.80	91.02	90.70	91.44	90.52	90.31	89.47	90.64	90.59	90.48	91.11	90.57	90.50	90.62	90.21	90.310000
247	88.97	91.61	90.01	90.97	90.29	90.70	90.23	88.94	90.58	90.21	89.86	91.01	90.60	89.33	89.97	90.44	90.28	90.31	89.95	90.69	89.87	89.97	90.07	90.12	90.34	89.94	90.202308
159	90.33	90.42	89.20	88.49	88.59	90.37	90.37	90.60	90.16	89.77	90.09	89.77	90.79	88.76	90.47	90.14	91.71	91.09	90.23	91.58	89.69	90.80	90.50	89.50	90.89	90.93	90.201538
255	88.84	89.82	87.99	90.65	90.96	90.67	89.07	89.58	90.92	88.44	91.65	92.10	90.31	89.17	88.90	91.38	89.53	91.12	91.72	91.74	89.51	91.44	91.00	89.75	88.56	89.90	90.181538
230	90.01	88.23	89.97	89.78	90.77	90.56	90.55	89.16	89.92	90.58	90.81	90.03	89.69	90.94	89.10	90.59	90.90	90.70	89.64	90.81	90.40	91.58	90.34	89.70	89.83	89.56	90.159615
197	89.80	89.88	88.81	90.95	89.59	90.45	91.17	90.34	89.21	89.97	91.00	90.80	90.35	91.23	88.96	90.67	89.16	89.83	90.43	90.57	90.10	90.13	90.60	90.59	88.82	90.33	90.143846
231	90.37	90.11	90.68	91.50	89.12	90.62	89.62	90.79	89.31	89.90	90.85	91.04	89.46	90.72	87.90	91.57	89.47	89.77	90.45	90.15	90.68	89.89	89.38	91.03	89.60	89.53	90.135000
263	89.72	91.17	89.87	91.12	90.19	90.56	89.99	90.21	90.35	88.31	90.81	90.20	90.21	90.15	90.71	89.80	89.07	91.20	89.42	90.65	90.84	90.59	88.27	90.08	90.59	89.15	90.124231
172	89.15	90.69	89.72	90.82	90.02	90.46	88.73	89.57	89.59	89.64	89.78	91.18	90.73	88.97	89.96	90.66	91.49	90.00	92.24	90.70	89.62	90.10	88.99	89.22	89.94	90.94	90.111923
199	89.19	90.21	90.51	89.93	89.28	90.51	90.84	90.01	90.30	90.31	91.50	90.86	90.25	89.30	91.10	90.03	89.81	90.09	90.96	89.46	89.85	89.97	88.82	90.02	89.98	89.75	90.109231

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code

pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
221	372	72	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	89.74	90.45	88.85	89.95	89.04	90.26	89.43	90.56	89.71	89.80	89.83	90.95	90.96	89.82	89.44	90.51	89.56	90.63	91.64	90.96	89.85	91.07	90.55	89.10	89.07	90.56
247	372	72	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	88.97	91.61	90.01	90.97	90.29	90.70	90.23	88.94	90.58	90.21	89.86	91.01	90.60	89.33	89.97	90.44	90.28	90.31	89.95	90.69	89.87	89.97	90.07	90.12	90.34	89.94
269	372	72	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	90.01	90.52	89.70	89.75	89.80	90.69	89.60	89.95	88.74	91.20	90.07	89.05	89.67	91.60	89.72	91.29	89.71	90.26	90.48	91.51	90.27	89.62	90.69	90.45	88.26	88.42
270	372	72	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	89.88	91.12	89.95	89.46	89.00	91.01	90.64	90.48	89.94	90.50	89.75	90.60	89.85	88.81	90.57	89.63	89.71	90.43	91.62	91.21	89.14	89.84	89.43	86.98	90.20	88.96
151	372	72	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	90.04	91.44	90.42	89.70	89.41	89.86	88.96	90.09	88.41	89.66	90.66	90.26	89.84	90.03	90.13	90.36	89.21	90.23	91.32	90.39	89.79	90.99	90.09	89.84	90.84	88.80
172	372	72	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	89.15	90.69	89.72	90.82	90.02	90.46	88.73	89.57	89.59	89.64	89.78	91.18	90.73	88.97	89.96	90.66	91.49	90.00	92.24	90.70	89.62	90.10	88.99	89.22	89.94	90.94
174	372	72	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	88.85	89.49	89.09	89.68	90.09	88.99	90.12	89.71	90.09	90.22	90.21	91.22	90.23	91.68	89.41	88.78	91.37	90.26	90.19	90.57	89.55	90.99	90.33	89.72	91.36	89.88
197	372	72	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	89.80	89.88	88.81	90.95	89.59	90.45	91.17	90.34	89.21	89.97	91.00	90.80	90.35	91.23	88.96	90.67	89.16	89.83	90.43	90.57	90.10	90.13	90.60	90.59	88.82	90.33
199	372	72	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	89.19	90.21	90.51	89.93	89.28	90.51	90.84	90.01	90.30	90.31	91.50	90.86	90.25	89.30	91.10	90.03	89.81	90.09	90.96	89.46	89.85	89.97	88.82	90.02	89.98	89.75
229	372	72	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	90.68	90.01	89.35	88.92	91.07	90.45	90.15	89.36	89.59	89.66	89.84	90.80	91.02	90.70	91.44	90.52	90.31	89.47	90.64	90.59	90.48	91.11	90.57	90.50	90.62	90.21
230	372	72	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	90.01	88.23	89.97	89.78	90.77	90.56	90.55	89.16	89.92	90.58	90.81	90.03	89.69	90.94	89.10	90.59	90.90	90.70	89.64	90.81	90.40	91.58	90.34	89.70	89.83	89.56
231	372	72	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	90.37	90.11	90.68	91.50	89.12	90.62	89.62	90.79	89.31	89.90	90.85	91.04	89.46	90.72	87.90	91.57	89.47	89.77	90.45	90.15	90.68	89.89	89.38	91.03	89.60	89.53
255	372	72	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	88.84	89.82	87.99	90.65	90.96	90.67	89.07	89.58	90.92	88.44	91.65	92.10	90.31	89.17	88.90	91.38	89.53	91.12	91.72	91.74	89.51	91.44	91.00	89.75	88.56	89.90
159	372	72	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	90.33	90.42	89.20	88.49	88.59	90.37	90.37	90.60	90.16	89.77	90.09	89.77	90.79	88.76	90.47	90.14	91.71	91.09	90.23	91.58	89.69	90.80	90.50	89.50	90.89	90.93
180	372	72	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	90.16	90.41	89.91	89.75	90.41	90.06	90.68	88.93	88.77	89.90	89.92	90.10	90.71	90.23	89.11	89.57	89.60	91.29	89.82	89.94	90.88	89.27	90.86	90.13	89.94	90.70
181	372	72	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	88.79	90.53	87.73	88.90	88.87	90.62	89.49	89.80	90.03	90.60	90.84	91.26	91.17	89.33	90.48	91.12	88.95	89.44	90.62	91.39	90.58	90.80	91.27	88.29	91.24	89.71
183	372	72	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	88.96	90.88	90.44	91.16	90.04	90.42	91.18	89.80	89.92	88.43	90.24	90.37	90.73	89.40	89.13	90.13	89.64	90.94	90.57	90.90	90.58	89.48	91.64	88.58	88.70	89.41
207	372	72	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	89.40	91.54	89.40	90.26	88.93	89.94	89.54	91.10	90.03	88.79	90.31	89.64	89.57	89.20	89.86	90.81	89.75	89.74	91.23	89.73	89.57	91.34	90.20	87.78	91.38	89.94
239	372	72	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	88.93	89.53	89.18	90.18	88.79	91.77	88.70	89.01	89.47	90.50	90.70	90.82	89.61	88.62	90.04	90.69	89.09	90.86	90.27	90.94	90.69	91.52	89.23	92.00	91.02	88.55
262	372	72	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	89.59	89.57	89.07	89.20	89.22	90.44	89.93	89.56	88.78	91.07	90.31	91.09	90.78	89.73	89.06	90.20	90.39	90.52	91.57	91.35	90.54	90.69	88.97	90.16	88.51	89.31
263	372	72	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	89.72	91.17	89.87	91.12	90.19	90.56	89.99	90.21	90.35	88.31	90.81	90.20	90.21	90.15	90.71	89.80	89.07	91.20	89.42	90.65	90.84	90.59	88.27	90.08	90.59	89.15
287	372	72	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	90.08	89.81	89.81	91.33	87.28	90.41	90.52	90.23	89.32	89.42	90.76	91.13	89.39	90.16	89.00	90.80	90.43	90.44	89.74	90.27	90.74	90.44	90.39	90.25	89.85	89.68
188	372	72	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	89.87	90.40	88.77	89.89	89.31	89.97	90.10	89.78	90.08	90.87	90.66	90.51	90.96	89.68	89.75	89.19	90.34	89.65	91.34	90.92	89.95	91.03	88.48	91.01	89.19	90.08
190	372	72	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	89.52	89.80	88.55	88.84	89.58	91.20	90.16	89.91	88.66	89.17	91.17	89.69	89.40	88.94	89.30	90.39	88.60	88.93	90.55	91.42	91.85	91.48	90.25	88.85	91.75	90.84
214	372	72	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	90.51	89.79	88.40	89.94	90.45	91.13	90.24	89.21	89.78	88.69	91.41	88.78	89.68	88.92	88.95	91.00	88.42	90.16	90.17	90.16	89.93	91.03	90.11	90.04	91.57	90.76

Size of the All data:  (144, 29)
Size of the Sig data:  (25, 34)

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
10	372	72	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	90.11	90.38	92.98	89.36	89.26	91.85	89.97	89.99	90.02	92.32	90.88	88.88	90.01	91.49	91.47	91.12	93.33	90.95	93.13	90.91	90.79	91.07	90.64	92.23	91.75	91.59
1	372	72	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	90.62	92.39	93.26	91.03	90.57	90.73	91.89	91.32	93.15	93.62	93.43	89.95	92.92	92.86	92.67	92.01	91.03	93.44	91.62	92.90	91.62	91.18	93.14	92.30	90.76	90.73
17	372	72	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	91.52	90.68	90.02	91.18	90.66	91.55	91.54	91.93	89.70	92.80	91.61	88.37	91.38	93.64	92.95	92.39	91.01	92.86	93.59	92.43	91.31	91.04	93.90	92.43	93.59	89.50
24	372	72	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	91.26	92.32	91.60	91.73	91.56	92.28	92.30	90.75	91.29	93.00	92.52	90.59	91.24	90.74	92.37	91.25	93.29	91.88	93.77	91.73	92.23	90.93	91.93	89.65	92.28	92.70
18	372	72	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	90.73	93.89	92.98	92.58	91.90	89.01	89.89	91.21	90.70	90.68	93.20	90.13	90.65	92.07	91.38	90.67	89.95	92.13	93.38	93.65	92.56	91.09	92.40	91.03	92.66	90.62
8	372	72	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	90.63	92.12	92.46	91.23	91.86	90.95	90.52	90.44	92.77	91.12	92.32	90.48	91.34	90.22	92.17	91.01	91.36	91.12	93.41	91.24	92.08	91.77	91.90	91.71	91.59	91.83
11	372	72	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	91.10	89.79	90.89	90.62	91.31	89.82	93.19	89.69	91.55	91.75	92.20	89.90	93.36	91.46	89.74	91.71	90.67	92.40	93.20	89.64	90.87	91.27	90.63	91.39	91.22	90.81
5	372	72	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	89.53	90.06	91.10	92.58	91.79	89.78	93.07	92.70	90.40	92.26	90.96	91.40	91.83	92.66	91.82	91.37	93.45	89.96	93.19	90.54	91.71	92.65	92.79	91.38	91.47	91.27
9	372	72	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	93.00	93.32	91.32	91.62	90.62	90.18	92.09	91.88	90.89	91.33	92.61	90.67	90.95	93.94	92.19	91.78	89.86	91.49	92.11	90.09	93.03	91.21	92.22	91.57	93.28	90.84
0	372	72	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	92.11	89.64	92.45	91.50	90.53	91.32	93.34	90.54	92.44	92.11	89.80	88.41	91.35	93.82	90.87	93.29	92.32	91.82	92.57	90.39	93.79	92.32	94.17	92.75	92.89	93.21
4	372	72	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	91.36	93.18	93.87	92.13	91.26	91.33	91.52	90.16	89.27	92.66	92.18	92.98	91.83	93.29	90.85	93.08	92.50	92.08	91.07	92.74	93.50	93.41	94.53	92.27	91.96	89.96
6	372	72	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	90.81	90.94	92.28	90.80	91.99	90.04	91.09	91.57	91.56	93.43	93.46	91.87	90.42	92.81	89.56	91.88	92.21	92.31	93.21	92.08	93.22	92.72	92.54	92.17	92.18	91.56
3	372	72	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	92.51	92.19	90.60	91.98	93.99	93.35	92.89	89.02	91.35	91.94	93.53	92.89	91.29	91.43	93.40	91.10	91.43	93.98	92.89	91.02	94.01	92.31	94.19	93.29	92.34	91.87
2	372	72	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	90.66	91.60	91.95	91.45	90.04	90.07	89.59	87.75	92.32	92.11	92.23	90.42	93.20	90.54	91.52	90.85	91.90	91.96	93.39	91.89	92.76	93.19	91.71	91.68	92.56	90.49
16	372	72	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	90.58	94.58	90.74	92.10	91.84	90.30	89.43	92.03	90.74	93.14	90.05	88.96	91.23	92.46	92.05	92.35	92.84	93.16	92.10	90.37	93.01	93.24	94.28	91.29	92.33	90.74
12	372	72	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	91.19	91.90	90.71	92.58	91.55	89.97	92.02	93.03	91.26	92.53	93.20	91.38	93.49	92.04	90.79	91.37	92.02	92.54	91.34	89.63	92.78	92.44	93.12	92.57	92.06	91.41
15	372	72	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	92.28	90.30	92.49	91.27	91.39	91.73	91.96	92.78	92.26	92.55	94.71	90.47	93.09	92.98	93.20	91.19	91.61	94.20	93.78	92.51	94.49	91.05	93.48	91.79	92.01	92.61
22	372	72	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	92.78	92.16	92.95	91.91	90.69	90.95	90.70	93.82	91.34	90.42	93.84	92.02	91.27	93.04	91.49	91.62	91.69	91.65	92.55	91.27	91.36	93.17	93.13	92.00	93.79	92.06
19	372	72	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	91.59	90.62	92.84	92.45	91.91	93.71	90.52	90.91	92.81	91.35	92.29	92.69	92.25	92.39	91.81	90.65	92.28	92.08	91.52	93.39	93.23	92.49	93.36	92.49	92.77	91.41
20	372	72	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	92.29	91.23	93.07	93.85	93.52	92.57	90.86	90.72	90.04	93.58	93.85	90.98	92.63	92.07	92.03	93.60	92.26	91.43	93.59	92.52	91.71	92.08	91.33	91.96	91.76	92.10
7	372	72	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	91.79	91.90	93.66	93.36	92.46	92.34	91.32	91.05	93.50	92.49	92.88	91.17	91.43	91.45	90.57	91.03	91.44	92.37	92.49	93.35	92.73	93.61	93.09	93.08	91.54	93.27
14	372	72	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	92.79	93.44	90.93	93.25	89.92	90.33	92.96	94.11	93.27	93.15	93.68	93.92	92.83	93.81	92.84	90.81	90.34	92.61	92.47	92.67	92.98	93.46	94.32	93.06	93.09	90.86
13	372	72	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	91.92	92.49	93.47	90.62	92.58	91.31	92.68	92.41	91.50	93.82	93.30	92.30	93.12	92.23	90.30	91.20	93.60	91.10	92.69	93.65	93.84	93.48	93.67	93.17	93.06	93.28
23	372	72	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	91.78	93.04	92.07	90.98	93.04	92.63	92.60	92.50	91.98	92.80	91.28	90.82	90.41	91.69	91.56	92.19	92.31	91.50	91.84	92.03	93.36	93.81	92.84	92.67	92.08	93.13
21	372	72	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	90.98	93.96	92.91	92.96	91.70	90.61	91.96	91.86	90.85	92.31	93.52	91.10	90.82	92.07	91.59	92.31	94.02	93.11	93.10	92.21	93.35	92.33	94.52	92.28	90.86	93.15

Size of the test data:  (25, 34)

Average & Std Deviation of the Significant rows:

	mean	std
mAP_valid_abs_values_20	90.7440	0.589710
mAP_valid_abs_values_19	90.6724	0.742262
mAP_valid_abs_values_22	90.6068	0.690173
mAP_valid_abs_values_12	90.5304	0.751429
mAP_valid_abs_values_11	90.5212	0.566997
mAP_valid_abs_values_6	90.4848	0.519303
mAP_valid_abs_values_16	90.4108	0.666558
mAP_valid_abs_values_2	90.2972	0.763307
mAP_valid_abs_values_18	90.2944	0.607866
mAP_valid_abs_values_13	90.2384	0.580529
mAP_valid_abs_values_21	90.1980	0.597467
mAP_valid_abs_values_25	90.0820	1.045243
mAP_valid_abs_values_4	90.0448	0.839882
mAP_valid_abs_values_23	90.0412	0.873123
mAP_valid_abs_values_7	90.0004	0.694835
mAP_valid_abs_values_8	89.8672	0.587505
mAP_valid_abs_values_17	89.8600	0.861239
mAP_valid_abs_values_26	89.8336	0.726429
mAP_valid_abs_values_10	89.8244	0.826403
mAP_valid_abs_values_14	89.8168	0.902394
mAP_valid_abs_values_24	89.7476	1.073419
mAP_valid_abs_values_15	89.6984	0.808026
mAP_valid_abs_values_9	89.6664	0.642138
mAP_valid_abs_values	89.6556	0.570483
mAP_valid_abs_values_5	89.6040	0.854981
mAP_valid_abs_values_3	89.4152	0.781841

We then apply the hyperparameters to the test set and average the results.

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_72bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)

	mean	std
mAP_test_abs_values_23	92.9532	1.148991
mAP_test_abs_values_19	92.7200	0.793431
mAP_test_abs_values_21	92.6528	1.003579
mAP_test_abs_values_11	92.5412	1.231998
mAP_test_abs_values_10	92.3708	0.900069
mAP_test_abs_values_22	92.2928	0.970187
mAP_test_abs_values_14	92.2880	1.022684
mAP_test_abs_values_25	92.2352	0.790749
mAP_test_abs_values_18	92.1652	0.966304
mAP_test_abs_values_3	92.1440	1.092894
mAP_test_abs_values_24	92.0884	0.799821
mAP_test_abs_values_17	91.9488	1.117826
average_map	91.9274	0.407561
mAP_test_abs_values_2	91.9248	1.385406
mAP_test_abs_values_4	91.8048	1.016908
mAP_test_abs_values_20	91.7940	1.229349
mAP_test_abs_values_13	91.7736	1.036826
mAP_test_abs_values_16	91.6732	0.814109
mAP_test_abs_values_15	91.6476	1.004226
mAP_test_abs_values_26	91.6400	1.088673
mAP_test_abs_values_7	91.5960	1.172870
mAP_test_abs_values_5	91.5176	1.106218
mAP_test_abs_values_9	91.4784	1.144730
mAP_test_abs_values	91.4368	0.889610
mAP_test_abs_values_8	91.3668	1.460464
mAP_test_abs_values_6	91.1484	1.194898
mAP_test_abs_values_12	90.9100	1.429612

Code

def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid_mwu_72['id'] = res_valid_mwu_72.index.to_series().apply(extract_number)
res_test_mwu_72['id'] = res_test_mwu_72.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_72,res_test_mwu_72])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_72 = res_test_mwu_72.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_72 =  res_valid_mwu_72.reset_index(drop=True)
res_valid_mwu_72.columns = ['valid_score', 'std', 'id']
res_valid_mwu_72 = res_valid_mwu_72[['valid_score', 'id']]

res_test_mwu_72.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_72 = res_test_mwu_72[['test_score', 'id']]


result_merged_mwu_72 = pd.merge(res_valid_mwu_72,res_test_mwu_72,on='id')


result_merged_mwu_72.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_72 = result_merged_mwu_72[['id','valid_score','test_score']]

html_table = result_merged_mwu_72.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

	id	valid_score	test_score
0	20	90.7440	91.7940
1	19	90.6724	92.7200
2	22	90.6068	92.2928
3	12	90.5304	90.9100
4	11	90.5212	92.5412
5	6	90.4848	91.1484
6	16	90.4108	91.6732
7	2	90.2972	91.9248
8	18	90.2944	92.1652
9	13	90.2384	91.7736
10	21	90.1980	92.6528
11	25	90.0820	92.2352
12	4	90.0448	91.8048
13	23	90.0412	92.9532
14	7	90.0004	91.5960
15	8	89.8672	91.3668
16	17	89.8600	91.9488
17	26	89.8336	91.6400
18	10	89.8244	92.3708
19	14	89.8168	92.2880
20	24	89.7476	92.0884
21	15	89.6984	91.6476
22	9	89.6664	91.4784
23	1	89.6556	91.4368
24	5	89.6040	91.5176
25	3	89.4152	92.1440

Code

result_merged_mwu_8_best = result_merged_mwu_8.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_8_best['bit'] = 8
result_merged_mwu_16_best = result_merged_mwu_16.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_16_best['bit'] = 16
result_merged_mwu_24_best = result_merged_mwu_24.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_24_best['bit'] = 24
result_merged_mwu_32_best = result_merged_mwu_32.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_32_best['bit'] = 32
result_merged_mwu_40_best = result_merged_mwu_40.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_40_best['bit'] = 40
result_merged_mwu_48_best = result_merged_mwu_48.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_48_best['bit'] = 48
result_merged_mwu_56_best = result_merged_mwu_56.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_56_best['bit'] = 56
result_merged_mwu_64_best = result_merged_mwu_64.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_64_best['bit'] = 64
result_merged_mwu_72_best = result_merged_mwu_72.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_72_best['bit'] = 72

result_merged_mwu_best = pd.concat([result_merged_mwu_8_best,result_merged_mwu_16_best,result_merged_mwu_24_best,result_merged_mwu_32_best,result_merged_mwu_40_best,result_merged_mwu_48_best,result_merged_mwu_56_best,result_merged_mwu_64_best,result_merged_mwu_72_best])
result_merged_mwu_best = result_merged_mwu_best[['valid_score', 'test_score', 'bit']]

df_melted = pd.melt(result_merged_mwu_best, id_vars=['bit'], var_name='Metric', value_name='mAP')


result_merged_mwu_8_std = result_merged_mwu_8.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_8_std['bit'] = 8
result_merged_mwu_16_std = result_merged_mwu_16.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_16_std['bit'] = 16
result_merged_mwu_24_std = result_merged_mwu_24.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_24_std['bit'] = 24
result_merged_mwu_32_std = result_merged_mwu_32.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_32_std['bit'] = 32
result_merged_mwu_40_std = result_merged_mwu_40.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_40_std['bit'] = 40
result_merged_mwu_48_std = result_merged_mwu_48.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_48_std['bit'] = 48
result_merged_mwu_56_std = result_merged_mwu_56.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_56_std['bit'] = 56
result_merged_mwu_64_std = result_merged_mwu_64.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_64_std['bit'] = 64
result_merged_mwu_72_std = result_merged_mwu_72.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_72_std['bit'] = 72

result_merged_mwu_std = pd.concat([result_merged_mwu_8_std,result_merged_mwu_16_std,result_merged_mwu_24_std,result_merged_mwu_32_std,result_merged_mwu_40_std,result_merged_mwu_48_std,result_merged_mwu_56_std,result_merged_mwu_64_std,result_merged_mwu_72_std])
result_merged_mwu_std = result_merged_mwu_std[['valid_score', 'test_score', 'bit']]
result_merged_mwu_std.columns = ['valid_score_std', 'test_score_std', 'bit']
df_melted_std = pd.melt(result_merged_mwu_std, id_vars=['bit'], var_name='Metric', value_name='mAP')
df_melted_std.to_csv('df_melted_std.csv', index=False)
df_melted.to_csv('df_melted.csv', index=False)

Code

import plotly.graph_objects as go

df=df_melted

# Create traces for each metric
valid_score = go.Bar(
    x=df[df['Metric'] == 'valid_score']['bit'],
    y=df[df['Metric'] == 'valid_score']['mAP'],
    name='valid_score',
    text=df[df['Metric'] == 'valid_score']['mAP'].round(2),
    textposition='outside'
)

test_score = go.Bar(
    x=df[df['Metric'] == 'test_score']['bit'],
    y=df[df['Metric'] == 'test_score']['mAP'],
    name='test_score',
    text=df[df['Metric'] == 'test_score']['mAP'].round(2),
    textposition='outside'
)

# Create the layout
layout = go.Layout(
    title='MWU-Test',
    xaxis=dict(title='Bit Size', tickmode='array', tickvals=[8,16, 24, 32,40, 48,56,64,72]),
    yaxis=dict(title='mAP'),
    barmode='group',
    legend=dict(title='Metric')
)

# Create the figure and add the traces
fig = go.Figure(data=[valid_score, test_score], layout=layout)

# Adjust the layout for better readability
fig.update_layout(
    legend=dict(
        orientation="h",
        yanchor="bottom",
        y=1.02,
        xanchor="right",
        x=1
    )
)
fig.write_image("MWU_Test_average.png")
# Show the plot
fig.show()

Code

result_merged_mwu_best = result_merged_mwu_best.sort_values(by='bit')
data_range2 = np.array(list(result_merged_mwu_best['valid_score']) + list(result_merged_mwu_best['test_score']))

categories = [str(i) for i in np.array(result_merged_mwu_best['bit'])]#[str(i) for i in range(1,26)]
fig = go.Figure()

# Valid
fig.add_trace(go.Scatterpolar(
       r=list(result_merged_mwu_best['test_score']),
      theta=categories,
      #fill='toself',
      name='Test'
))

# Test
fig.add_trace(go.Scatterpolar(
      r=list(result_merged_mwu_best['valid_score']),
      theta=categories,
      #fill='toself',
      name='Valid'
))

# Customization of chart
fig.update_layout(
  title={
      'text': "",
         'xanchor': 'center',
      'yanchor': 'top'
  },
  polar=dict(
    radialaxis=dict(
      visible=True,
      range=[round(data_range2.min()), round(data_range2.max())+1]
    )),
  showlegend=True,
  font=dict(
        family='Nimbus Roman',
        size=12
   
    )
)

fig.show()
fig.write_image("Radar_MWU_Plot_valid_test.svg")

result_merged_mwu_72 = result_merged_mwu_72.sort_values(by='id')
data_range2 = np.array(list(result_merged_mwu_72['valid_score']) + list(result_merged_mwu_72['test_score']))

categories = [str(i) for i in range(1,26)]
fig = go.Figure()

# Valid
fig.add_trace(go.Scatterpolar(
       r=list(result_merged_mwu_72['test_score']),
      theta=categories,
      #fill='toself',
      name='Test'
))

# Test
fig.add_trace(go.Scatterpolar(
      r=list(result_merged_mwu_72['valid_score']),
      theta=categories,
      #fill='toself',
      name='Valid'
))

# Customization of chart
fig.update_layout(
  title={
      'text': "",
         'xanchor': 'center',
      'yanchor': 'top'
  },
  polar=dict(
    radialaxis=dict(
      visible=True,
      range=[round(data_range2.min())-1, round(data_range2.max())]
    )),
  showlegend=True,
  font=dict(
        family='Nimbus Roman',
        size=12
   
    )
)

fig.show()
fig.write_image("Radar_MWU_Plot_valid_test_72_bit.png")
fig.write_image("Radar_MWU_Plot_valid_test_72_bit.svg")

print('average performance for all the 26 discriptors in 72 bit: ')
res = result_merged_mwu_72[['valid_score','test_score']].describe()

html_table = res.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

average performance for all the 26 discriptors in 72 bit:

	valid_score	test_score
count	26.000000	26.000000
mean	90.082923	91.927400
std	0.371269	0.499056
min	89.415200	90.910000
25%	89.818700	91.607000
50%	90.043000	91.864800
75%	90.382400	92.274800
max	90.744000	92.953200